01_DIABLO
Maria, zagor
2023-09-07
## used (Mb) gc trigger (Mb) max used (Mb)
## Ncells 530904 28.4 1186677 63.4 660382 35.3
## Vcells 981328 7.5 8388608 64.0 1770494 13.6## used (Mb) gc trigger (Mb) max used (Mb)
## Ncells 531132 28.4 1186677 63.4 660382 35.3
## Vcells 981801 7.5 8388608 64.0 1770494 13.6fix layout error
# BiocManager::install("mixOmicsTeam/mixOmics@devel")
library(mixOmics)
# if (!requireNamespace("BiocManager", quietly = TRUE))
# install.packages("BiocManager")
# BiocManager::install("BiocParallel")
library(BiocParallel)1 Data: Enz, Met and Pph
fp = file.path('..', 'input')
fn = 'Enzymomics_only_24_shortnames.txt'
E = read.delim(file = file.path(fp, fn),
header = TRUE,
sep = "\t",
quote = NULL,
dec = ".",
fill = TRUE,
comment.char = '@')
fn = 'Metabolomics_only_24_shortnames.txt'
M = read.delim(file = file.path(fp, fn),
header = TRUE,
sep = "\t",
quote = NULL,
dec = ".",
fill = TRUE,
comment.char = '@')
# fn = 'phosphoProteomics_filtered_sig_24_shortnames.txt'
# fn = 'phosphoProteomics_filtered_sig_24_shortnames_diablo.csv'
fn = 'phosphoProteomics_filtered_sig_24_shortnames.csv'
P = read.delim(file = file.path(fp, fn),
header = TRUE,
sep = ',', # "\t", # ','
quote = NULL,
dec = ".",
fill = TRUE,
comment.char = '@')
all(P$treatment == E$treatment)## [1] TRUE## [1] TRUE1.1 log2
## [1] 7.57635 23.40680## [1] 8.251654e+02 1.365161e+07## [1] 16.63 67335.00# range(log(M[, -1], 10), na.rm = TRUE)
# range(log(E[, -1], 10), na.rm = TRUE)
range(log(M[, -1], 2), na.rm = TRUE)## [1] 9.68854 23.70257## [1] 4.055716 16.039069# PBSmodelling::plotDens(M[, -1])
# PBSmodelling::plotDens(log(M[, -1], 2))
tmp = tidyr::gather(M, var, measurement, colnames(M)[2]:colnames(M)[ncol(M)],
factor_key = FALSE)
range(tmp$measurement, na.rm = TRUE)## [1] 8.251654e+02 1.365161e+07
ggplot(tmp, aes(x=measurement, fill=var)) +
geom_density(alpha = 0.1) +
theme(legend.position="none")
## [1] 9.68854 23.70257
ggplot(tmp, aes(x=measurement, fill=var)) +
geom_density(alpha = 0.1) +
theme(legend.position="none")
tmp = tidyr::gather(E, var, measurement, colnames(E)[2]:colnames(E)[ncol(E)],
factor_key = FALSE)
range(tmp$measurement, na.rm = TRUE)## [1] 16.63 67335.00
ggplot(tmp, aes(x=measurement, fill=var)) +
geom_density(alpha = 0.1) +
theme(legend.position="none")
## [1] 4.055716 16.039069
ggplot(tmp, aes(x=measurement, fill=var)) +
geom_density(alpha = 0.1) +
theme(legend.position="none")
see also https://mixomics.org/methods/missing-values/
https://mixomics.org/faq/common-issues-and-errors/
A large degree of sparsity within your data, such that there is a large number of missing or zero values. One suggestion would be to remove all features that have more than a certain threshold (eg. 20%) of zero/missing value. If this does not work, refer to the Missing Values page on how to impute these values manually.
numeric table
https://mixomics.org/mixdiablo/diablo-tcga-case-study/
## $Enz
## [1] 15 24
##
## $Met
## [1] 15 52
##
## $Pph
## [1] 15 39## NM_24 NM_inf_24 AM_24 AM_inf_24
## 4 4 3 42 Pairwise PLS Comparisons
Circle Correlation Plots for pairwise PLS models
Only displays the top 24 features for each dimension, subsetting by those with a correlation above 0.5
# 24 is the smalles data set here
no = min(unlist(lapply(data, ncol)))
list.keepX = c(no, no) # select arbitrary values of features to keep
list.keepY = c(no, no)
# generate three pairwise PLS models
pls1 <- spls(data[["Enz"]], data[["Met"]],
keepX = list.keepX, keepY = list.keepY)
pls2 <- spls(data[["Enz"]], data[["Pph"]],
keepX = list.keepX, keepY = list.keepY)
pls3 <- spls(data[["Met"]], data[["Pph"]],
keepX = list.keepX, keepY = list.keepY)
# plot features of first PLS
plotVar(pls1, cutoff = 0.5, title = "(a) enzymomics vs metabolomics",
legend = c("enzymomics", "metabolomics"),
var.names = TRUE, style = 'graphics',
pch = c(16, 17), cex = c(0.5,0.5),
col = c('darkorchid', 'lightgreen'))
plotVar(pls1, cutoff = 0.5, title = "(a) enzymomics vs metabolomics",
legend = c("enzymomics", "metabolomics"),
var.names = FALSE, style = 'graphics',
pch = c(16, 17), cex = c(2,2),
col = c('darkorchid', 'lightgreen'))
# plot features of second PLS
plotVar(pls2, cutoff = 0.5, title = "(b) enzymomics vs phosphoproteomics",
legend = c("enzymomics", "phosphoproteomics"),
var.names = TRUE, style = 'graphics',
pch = c(16, 17), cex = c(0.5,0.5),
col = c('darkorchid', 'blue'))
plotVar(pls2, cutoff = 0.5, title = "(b) enzymomics vs phosphoproteomics",
legend = c("enzymomics", "phosphoproteomics"),
var.names = FALSE, style = 'graphics',
pch = c(16, 17), cex = c(2,2),
col = c('darkorchid', 'blue'))
# plot features of third PLS
plotVar(pls3, cutoff = 0.5, title = "(c) metabolomics vs phosphoproteomics",
legend = c("metabolomics", "phosphoproteomics"),
var.names = TRUE, style = 'graphics',
pch = c(16, 17), cex = c(0.5,0.5),
col = c('lightgreen', 'blue'))
plotVar(pls3, cutoff = 0.5, title = "(c) metabolomics vs phosphoproteomics",
legend = c("metabolomics", "phosphoproteomics"),
var.names = FALSE, style = 'graphics',
pch = c(16, 17), cex = c(2,2),
col = c('lightgreen', 'blue'))
2.1 correlation
## comp1 comp2
## comp1 0.6910261 1.595938e-05
## comp2 0.5273285 8.555415e-01## comp1 comp2
## comp1 0.8760157 0.008333107
## comp2 -0.2952379 0.850452671## comp1 comp2
## comp1 0.8036788 0.003380316
## comp2 0.4032532 0.8834956433 Design
design = matrix(0.5, ncol = length(data), nrow = length(data), # for square matrix filled with 0.1s
dimnames = list(names(data), names(data)))
diag(design) = 0 # set diagonal to 0s
design## Enz Met Pph
## Enz 0.0 0.5 0.5
## Met 0.5 0.0 0.5
## Pph 0.5 0.5 0.04 the initial DIABLO
5 Tuning the number of components
Choosing the number of components in block.plsda using perf() with 10 × 10-fold CV function
10-fold Cross-validation & leave-one-out cross-validation: https://stats.stackexchange.com/questions/154830/10-fold-cross-validation-vs-leave-one-out-cross-validation
## ---- fig.cap = "FIGURE 2: Choosing the number of components in `block.plsda` using `perf()` with 10 × 10-fold CV function in the `breast.TCGA` study. Classification error rates (overall and balanced, see Section 7.3) are represented on the y-axis with respect to the number of components on the x-axis for each prediction distance presented in PLS-DA"----
perf.diablo = perf(basic.diablo.model,
dist = 'all',
cpus = 1,
validation = 'loo',
progressBar = TRUE,
folds = 10,
nrepeat = 10) # run component number tuning with repeated CV##
## Performing repeated cross-validation with nrepeat = 10...
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5.1 set the optimal ncomp value
ncomp = perf.diablo$choice.ncomp$WeightedVote["Overall.BER", "centroids.dist"] # set the optimal ncomp value
perf.diablo$choice.ncomp$WeightedVote # show the optimal choice for ncomp for each dist metric## max.dist centroids.dist mahalanobis.dist
## Overall.ER 5 3 1
## Overall.BER 5 3 26 Tuning the number of features
We choose the optimal number of variables to select in each data set using the tune.block.splsda() function, for a grid of keepX values for each type of omics. Note that the function has been set to favour a relatively small signature while allowing us to obtain a sufficient number of variables for downstream validation and/or interpretation.
6.1 setup cluster - use SnowParam() on Widnows
https://rdrr.io/bioc/BiocParallel/man/BiocParallelParam-class.html
bplapply erro solution https://support.bioconductor.org/p/133353/#133356
options(SnowParam=SnowParam(workers=1))
BPPARAM = bpparam()
BPPARAM <- BiocParallel::SnowParam(workers = parallel::detectCores()-1)Crate tune.MIR with tune.block.splsda
and save RData (beacuse it takes cca 1h)
then comment these lines
and just load RData
10-fold Cross-validation & leave-one-out cross-validation: https://stats.stackexchange.com/questions/154830/10-fold-cross-validation-vs-leave-one-out-cross-validation
# set grid of values for each component to test
# test.keepX = list (Met = c(5:9, seq(10, 15, 2), seq(20,24,4)),
# Enz = c(5:9, seq(10, 15, 2), seq(20,24,4)),
# Pph = c(5:9, seq(10, 15, 2), seq(20,24,4)))
x <- list()
for (i in 1:length(data)){
x[[i]] <- c( seq(5,min(24, ncol(data[[i]])) ,2))
}
names(x) <- names(data)
test.keepX <- x
test.keepX## $Enz
## [1] 5 7 9 11 13 15 17 19 21 23
##
## $Met
## [1] 5 7 9 11 13 15 17 19 21 23
##
## $Pph
## [1] 5 7 9 11 13 15 17 19 21 23fp = file.path('..', 'output')
fn = '01_DIABLO-Enz-Met-Pph_tune.MIR.RData'
# You have provided a sequence of keepX of length: 10 for block Met and 10 for block Enz and 10 for block Pph.
# This results in 1000 models being fitted for each component and each nrepeat, this may take some time to run, be patient!
# Because of a too high number of 'folds' required, 2 folds were randomly assigned no data: the number of 'folds' is reduced to 8
# .....
# t1 = proc.time()
#
# # run the feature selection tuning
# library(stats)
# tune.MIR = tune.block.splsda(X = data, Y = Y,
# ncomp = ncomp,
# test.keepX = test.keepX,
# design = design,
# validation = 'loo',
# folds = 10, nrepeat = 1, # Leave-One-Out validation does not need to be repeated
# BPPARAM = BPPARAM ,
# dist = "centroids.dist",
# max.iter = 200)
# t2 = proc.time()
# running_time = t2 - t1; running_time
# save(tune.MIR, file = file.path(fp, fn))
load(file.path(fp, fn))
list.keepX = tune.MIR$choice.keepX
list.keepX## $Enz
## [1] 5 5 5
##
## $Met
## [1] 19 15 21
##
## $Pph
## [1] 13 9 5The number of features to select on each component is returned in
## $Enz
## [1] 5 5 5
##
## $Met
## [1] 19 15 21
##
## $Pph
## [1] 13 9 57 Final model
# set the optimised DIABLO model
final.diablo.model = block.splsda(X = data, Y = Y, ncomp = ncomp
, keepX = list.keepX
, design = design)
## Design matrix has changed to include Y; each block will be
## linked to Y.# the features selected from components
for (comp in 1:ncomp){
cat("\nComponent ", comp,":\n")
for(i in 1:length(data)){
cat(names(data)[i],"\n")
print(selectVar(final.diablo.model, comp = comp)[[i]]$name)
}
}##
## Component 1 :
## Enz
## [1] "MDHt.NADP." "GDH.NAD." "max_Rubisco" "PK" "Ppi"
## Met
## [1] "X1.Methylnicotinamide" "X6.Hydroxypurine"
## [3] "X2.Phenylacetamide" "Homoplantaginin"
## [5] "Spinosin" "Plantagoside"
## [7] "Flavone" "Riboflavin"
## [9] "DHDMIF.o.glu" "X6.Benzylaminopurine"
## [11] "Acanthoside.B" "Thr"
## [13] "Arginine" "X2..Deoxyguanosine.5..monophosphate"
## [15] "Luteolin" "Tetrahydropiperine"
## [17] "Eriocitrin" "Phe"
## [19] "Bavachin"
## Pph
## [1] "TOM1" "LAG1_LP" "zf.B_box" "URK" "GTs"
## [6] "zf_A20.1" "RING_typeE3s" "AURPU" "LHT8" "LOX"
## [11] "DUF3511" "NP24pp" "AOS"
##
## Component 2 :
## Enz
## [1] "GK" "KHK" "MDHi..NADP." "FBPase.cyt." "AGPase"
## Met
## [1] "Solasodine" "Hydrocortisone"
## [3] "Eriocitrin" "Isorhamnetin.3.O.neohesperidin"
## [5] "Coumarine" "Corticosterone"
## [7] "Nobiletin" "Neohesperidin"
## [9] "X5.methoxyflavone" "X3.Dehidroshikimate"
## [11] "Liquiritigenin" "Thr"
## [13] "Rutin" "X4.Coumaryl.alcohol"
## [15] "Apigenin.7.glucoside"
## Pph
## [1] "PR1" "X5." "GGH" "GR_RBP3" "SQLE" "Chitinase"
## [7] "DCL3" "PK" "VPS33A"
##
## Component 3 :
## Enz
## [1] "NAD_GAPDH" "DH" "max_Rubisco" "PGIt" "NT"
## Met
## [1] "Quercitrin" "Nobiletin"
## [3] "Isorhamnetin.3.O.neohesperidin" "X6.Benzylaminopurine"
## [5] "X2..Deoxyguanosine.5..monophosphate" "Guaijaverin"
## [7] "Tetrahydropiperine" "Narirutin"
## [9] "Neohesperidin" "Trigonelline"
## [11] "Vitexicarpin" "Tomatine"
## [13] "Liquiritigenin" "X5.Demethylnobiletin"
## [15] "Plantagoside" "Hydrocortisone"
## [17] "Bavachin" "DHDMIF.o.glu"
## [19] "Thr" "Flavone"
## [21] "X5.methoxyflavone"
## Pph
## [1] "PKMTs" "VPS33A" "CHI17" "GR_RBP3" "DSlP"8 Sample plots
for(comp in 1:ncomp){
plotDiablo(final.diablo.model, ncomp = comp)
title(paste("Component",comp), adj=0.1, line=-1, outer=TRUE)
}
plind <- plotIndiv(final.diablo.model, ind.names = FALSE, legend = TRUE,
title = 'DIABLO Sample Plots'
, ellipse = TRUE,
comp = c(1,3)
)
plind <- plotIndiv(final.diablo.model, ind.names = FALSE, legend = TRUE,
title = 'DIABLO Sample Plots'
, ellipse = TRUE,
comp = c(1,2)
)
plind <- plotIndiv(final.diablo.model, ind.names = FALSE, legend = TRUE,
title = 'DIABLO Sample Plots'
, ellipse = TRUE,
comp = c(2,3)
)
plotArrow(final.diablo.model, ind.names = FALSE, legend = TRUE,
title = paste(groups,collapse=", ")
)
9 Variable plots
if(length(data)==3) pick <- 1:3 else pick <- c(4,1:3)
cols <- c('orange1', 'brown1', 'lightgreen',"lightblue")[pick]
pchs <- c(16, 17, 15, 18)[pick]
plotVar(final.diablo.model, var.names = FALSE,
style = 'graphics', legend = TRUE
, pch = pchs, cex = rep(2,length(data))
, col = cols
)
plotVar(final.diablo.model, var.names = TRUE,
style = 'graphics', legend = TRUE
, pch = pchs, cex = rep(0.5,length(data))
, col = cols
)
cutoff = 0.50
circosPlot(final.diablo.model, cutoff = cutoff, line = TRUE,
color.blocks= cols,
color.cor = c(3,2), size.labels = 1
, xpd=TRUE)
##
## adding block name to feature names in the output similarity matrix as there are similar feature names across blocks.cutoff = 0.90
circosPlot(final.diablo.model, cutoff = cutoff, line = TRUE,
color.blocks= cols,
color.cor = c(3,2), size.labels = 1
, xpd=TRUE)
##
## adding block name to feature names in the output similarity matrix as there are similar feature names across blocks.cutoff = 0.75
circosPlot(final.diablo.model, cutoff = cutoff, line = TRUE,
color.blocks= cols,
color.cor = c(3,2), size.labels = 1
, xpd=TRUE)
##
## adding block name to feature names in the output similarity matrix as there are similar feature names across blocks.10 Relevance networks
11 more plots
issue https://github.com/mixOmicsTeam/mixOmics/issues/45
# plotLoadings encountered margin errors. Ensure feature names are not too long (see 'name.var' argument) and the 'Plots' pane is cleared and enlargened.
traceback()## No traceback availablecimfn <- "cim.png"
png(cimfn, res = 600, width = 8000, height = 8000)
cimDiablo(final.diablo.model, size.legend=0.7, margins = c(15, 15))##
## trimming values to [-3, 3] range for cim visualisation. See 'trim' arg in ?cimDiablo## pdf
## 2##
## trimming values to [-3, 3] range for cim visualisation. See 'trim' arg in ?cimDiablo
#cutoff for correlations
network(final.diablo.model,
blocks = c(1,2,3),
color.node = c('darkorchid', 'brown1', 'lightgreen'),
cutoff = 0.50,
size.node = 0.05)
network(final.diablo.model,
blocks = c(1,2,3),
color.node = c('darkorchid', 'brown1', 'lightgreen'),
cutoff = 0.90,
size.node = 0.10)
network(final.diablo.model,
blocks = c(1,2,3),
color.node = c('darkorchid', 'brown1', 'lightgreen'),
cutoff = 0.75,
size.node = 0.10)
par(mfrow=c(2,2))
for(i in 1:length(data))
auc.splsda = auroc(final.diablo.model, roc.block = names(data[i]),
roc.comp = 2, print = FALSE)
no cut-off
net = network(final.diablo.model,
blocks = seq(1, ncomp, 1),
color.node = c('darkorchid', 'brown1', 'lightgreen'),
cutoff = 0,
size.node = 0.05,
plot.graph = FALSE,
layout.fun = igraph::layout_in_circle)
## [1] "list"## [1] "list"## [1] "gR" "M_Enz_Met" "M_Enz_Pph" "M_Met_Pph" "cutoff"## Length Class Mode
## gR 78 igraph list
## M_Enz_Met 546 -none- numeric
## M_Enz_Pph 350 -none- numeric
## M_Met_Pph 975 -none- numeric
## cutoff 1 -none- numeric## [1] 0## [1] -0.9405558 0.7732022## [1] -0.8640388 0.7993718## [1] -0.7776614 0.8834013names(dimnames(net$M_Enz_Met)) = c('from','to')
a = as.data.frame(
as.table(net$M_Enz_Met),
responseName = 'CC'
)
a$fromType = 'Enz'
a$toType = 'Met'
a$ID1 = gsub('_Enz$', '', a$from)
a$ID2 = gsub('_Met$', '', a$to)
names(dimnames(net$M_Enz_Pph)) = c('from','to')
b = as.data.frame(
as.table(net$M_Enz_Pph),
responseName = 'CC'
)
b$fromType = 'Enz'
b$toType = 'Pph'
b$ID1 = gsub('_Enz$', '', b$from)
b$ID2 = gsub('_Pph$', '', b$to)
names(dimnames(net$M_Met_Pph)) = c('from','to')
e = as.data.frame(
as.table(net$M_Met_Pph),
responseName = 'CC'
)
e$fromType = 'Met'
e$toType = 'Pph'
e$ID1 = gsub('_Met$', '', e$from)
e$ID2 = gsub('_Pph$', '', e$to)
merged = rbind(a, b, e)
dim(merged)## [1] 1871 7## IGRAPH 0d267ea UNW- 78 1871 --
## + attr: name (v/c), group (v/c), label.color (v/c), label.family (v/c),
## | label (v/c), color (v/c), shape (v/c), label.cex (v/n), size (v/n),
## | size2 (v/n), weight (e/n), label.color (e/c), color (e/c), lty (e/c),
## | width (e/n), label.cex (e/n)## [1] 1871 212 per groups
12.1 NM only
ind = grep('NM', E[, 1])
data.NM = purrr::map(data, function(x) {
x[ind,]
})
res.NM <- block.splsda(X = data.NM
, Y = as.factor(E[ind, 1])
, ncomp = ncomp
, keepX = list.keepX
, design = design
)
range(res.NM$weights)## [1] 0.5293366 0.9870497net.NM = network(res.NM,
blocks = seq(1, ncomp, 1),
color.node = c('darkorchid', 'brown1', 'lightgreen'),
cutoff = 0,
size.node = 0.05,
plot.graph = FALSE,
layout.fun = igraph::layout_in_circle)
names(dimnames(net.NM$M_Enz_Met)) = c('from','to')
a = as.data.frame(
as.table(net.NM$M_Enz_Met),
responseName = 'CC'
)
a$fromType = 'Enz'
a$toType = 'Met'
a$ID1 = gsub('_Enz$', '', a$from)
a$ID2 = gsub('_Met$', '', a$to)
names(dimnames(net.NM$M_Enz_Pph)) = c('from','to')
b = as.data.frame(
as.table(net.NM$M_Enz_Pph),
responseName = 'CC'
)
b$fromType = 'Enz'
b$toType = 'Pph'
b$ID1 = gsub('_Enz$', '', b$from)
b$ID2 = gsub('_Pph$', '', b$to)
names(dimnames(net.NM$M_Met_Pph)) = c('from','to')
e = as.data.frame(
as.table(net.NM$M_Met_Pph),
responseName = 'CC'
)
e$fromType = 'Met'
e$toType = 'Pph'
e$ID1 = gsub('_Met$', '', e$from)
e$ID2 = gsub('_Pph$', '', e$to)
merged.NM = rbind(a, b, e)12.2 AM only
ind = grep('AM', E[, 1])
data.AM = purrr::map(data, function(x) {
x[ind,]
})
res.AM <- block.splsda(X = data.AM
, Y = as.factor(E[ind, 1])
, ncomp = ncomp
, keepX = list.keepX
, design = design
)
range(res.AM$weights)## [1] 0.4357610 0.9938704net.AM = network(res.AM,
blocks = seq(1, ncomp, 1),
color.node = c('darkorchid', 'brown1', 'lightgreen'),
cutoff = 0,
size.node = 0.05,
plot.graph = FALSE,
layout.fun = igraph::layout_in_circle)
names(dimnames(net.AM$M_Enz_Met)) = c('from','to')
a = as.data.frame(
as.table(net.AM$M_Enz_Met),
responseName = 'CC'
)
a$fromType = 'Enz'
a$toType = 'Met'
a$ID1 = gsub('_Enz$', '', a$from)
a$ID2 = gsub('_Met$', '', a$to)
names(dimnames(net.AM$M_Enz_Pph)) = c('from','to')
b = as.data.frame(
as.table(net.AM$M_Enz_Pph),
responseName = 'CC'
)
b$fromType = 'Enz'
b$toType = 'Pph'
b$ID1 = gsub('_Enz$', '', b$from)
b$ID2 = gsub('_Pph$', '', b$to)
names(dimnames(net.AM$M_Met_Pph)) = c('from','to')
e = as.data.frame(
as.table(net.AM$M_Met_Pph),
responseName = 'CC'
)
e$fromType = 'Met'
e$toType = 'Pph'
e$ID1 = gsub('_Met$', '', e$from)
e$ID2 = gsub('_Pph$', '', e$to)
merged.AM = rbind(a, b, e)12.3 inf only
ind = grep('inf', E[, 1])
data.inf = purrr::map(data, function(x) {
x[ind,]
})
res.inf <- block.splsda(X = data.inf
, Y = as.factor(E[ind, 1])
, ncomp = ncomp
, keepX = list.keepX
, design = design
)
range(res.inf$weights)## [1] 0.6364233 0.9089044net.inf = network(res.inf,
blocks = seq(1, ncomp, 1),
color.node = c('darkorchid', 'brown1', 'lightgreen'),
cutoff = 0,
size.node = 0.05,
plot.graph = FALSE,
layout.fun = igraph::layout_in_circle)
names(dimnames(net.inf$M_Enz_Met)) = c('from','to')
a = as.data.frame(
as.table(net.inf$M_Enz_Met),
responseName = 'CC'
)
a$fromType = 'Enz'
a$toType = 'Met'
a$ID1 = gsub('_Enz$', '', a$from)
a$ID2 = gsub('_Met$', '', a$to)
names(dimnames(net.inf$M_Enz_Pph)) = c('from','to')
b = as.data.frame(
as.table(net.inf$M_Enz_Pph),
responseName = 'CC'
)
b$fromType = 'Enz'
b$toType = 'Pph'
b$ID1 = gsub('_Enz$', '', b$from)
b$ID2 = gsub('_Pph$', '', b$to)
names(dimnames(net.inf$M_Met_Pph)) = c('from','to')
e = as.data.frame(
as.table(net.inf$M_Met_Pph),
responseName = 'CC'
)
e$fromType = 'Met'
e$toType = 'Pph'
e$ID1 = gsub('_Met$', '', e$from)
e$ID2 = gsub('_Pph$', '', e$to)
merged.inf = rbind(a, b, e)12.4 uninf only
ind = grep('inf', E[, 1], invert = TRUE)
data.uninf = purrr::map(data, function(x) {
x[ind,]
})
res.uninf <- block.splsda(X = data.uninf
, Y = as.factor(E[ind, 1])
, ncomp = ncomp
, keepX = list.keepX
, design = design
)
range(res.uninf$weights)## [1] 0.2040411 0.9902522net.uninf = network(res.uninf,
blocks = seq(1, ncomp, 1),
color.node = c('darkorchid', 'brown1', 'lightgreen'),
cutoff = 0.000000,
size.node = 0.05,
plot.graph = FALSE,
layout.fun = igraph::layout_in_circle)
names(dimnames(net.uninf$M_Enz_Met)) = c('from','to')
a = as.data.frame(
as.table(net.uninf$M_Enz_Met),
responseName = 'CC'
)
a$fromType = 'Enz'
a$toType = 'Met'
a$ID1 = gsub('_Enz$', '', a$from)
a$ID2 = gsub('_Met$', '', a$to)
names(dimnames(net.uninf$M_Enz_Pph)) = c('from','to')
b = as.data.frame(
as.table(net.uninf$M_Enz_Pph),
responseName = 'CC'
)
b$fromType = 'Enz'
b$toType = 'Pph'
b$ID1 = gsub('_Enz$', '', b$from)
b$ID2 = gsub('_Pph$', '', b$to)
names(dimnames(net.uninf$M_Met_Pph)) = c('from','to')
e = as.data.frame(
as.table(net.uninf$M_Met_Pph),
responseName = 'CC'
)
e$fromType = 'Met'
e$toType = 'Pph'
e$ID1 = gsub('_Met$', '', e$from)
e$ID2 = gsub('_Pph$', '', e$to)
merged.uninf = rbind(a, b, e)colnames(merged)[3] = paste(colnames(merged)[3], 'all', sep = '_')
colnames(merged.AM)[3] = paste(colnames(merged.AM)[3], 'AM', sep = '_')
colnames(merged.NM)[3] = paste(colnames(merged.NM)[3], 'NM', sep = '_')
colnames(merged.inf)[3] = paste(colnames(merged.inf)[3], 'inf', sep = '_')
colnames(merged.uninf)[3] = paste(colnames(merged.uninf)[3], 'uninf', sep = '_')
dim(merged)## [1] 1871 7## [1] 2027 7## [1] 1976 7## [1] 1997 7## [1] 2144 7toWrite = NULL
toWrite = merge(merged,
merged.AM,
#merged.NM,
#merged.inf,
#merged.uninf,
by = c('from', 'to', "fromType", "toType", "ID1", "ID2"),
all.x = TRUE, all.y = TRUE)
dim(toWrite)## [1] 2799 8toWrite = merge(toWrite,
merged.NM,
#merged.inf,
#merged.uninf,
by = c('from', 'to', "fromType", "toType", "ID1", "ID2"),
all.x = TRUE, all.y = TRUE)
dim(toWrite)## [1] 3303 9toWrite = merge(toWrite,
merged.inf,
#merged.uninf,
by = c('from', 'to', "fromType", "toType", "ID1", "ID2"),
all.x = TRUE, all.y = TRUE)
dim(toWrite)## [1] 3620 10toWrite = merge(toWrite,
merged.uninf,
by = c('from', 'to', "fromType", "toType", "ID1", "ID2"),
all.x = TRUE, all.y = TRUE)
dim(toWrite)## [1] 3893 11##
## FALSE
## 3893## [1] 3887## integer(0)## integer(0)## integer(0)##
## FALSE TRUE
## 2007 1886##
## FALSE TRUE
## 2007 1886## rs
## 0 1 2 3 4
## 161 691 1194 1017 830## from
## 73 AGPase_Enz
## 78 AGPase_Enz
## 85 AGPase_Enz
## 86 AGPase_Enz
## 87 AGPase_Enz
## 88 AGPase_Enz
## 130 DH_Enz
## 156 DH_Enz
## 161 DH_Enz
## 163 DH_Enz
## 166 DH_Enz
## 167 DH_Enz
## 168 DH_Enz
## 169 DH_Enz
## 170 DH_Enz
## 171 DH_Enz
## 172 DH_Enz
## 173 DH_Enz
## 174 DH_Enz
## 253 GK_Enz
## 255 GK_Enz
## 259 GK_Enz
## 260 GK_Enz
## 261 GK_Enz
## 293 GDH.NAD._Enz
## 314 GDH.NAD._Enz
## 320 GDH.NAD._Enz
## 322 GDH.NAD._Enz
## 332 GDH.NAD._Enz
## 334 GDH.NAD._Enz
## 338 GDH.NAD._Enz
## 340 GDH.NAD._Enz
## 342 GDH.NAD._Enz
## 346 GDH.NAD._Enz
## 347 GDH.NAD._Enz
## 348 GDH.NAD._Enz
## 380 MDHi..NADP._Enz
## 401 MDHi..NADP._Enz
## 407 MDHi..NADP._Enz
## 409 MDHi..NADP._Enz
## 419 MDHi..NADP._Enz
## 421 MDHi..NADP._Enz
## 425 MDHi..NADP._Enz
## 427 MDHi..NADP._Enz
## 429 MDHi..NADP._Enz
## 433 MDHi..NADP._Enz
## 434 MDHi..NADP._Enz
## 435 MDHi..NADP._Enz
## 513 MDHt.NADP._Enz
## 514 MDHt.NADP._Enz
## 516 MDHt.NADP._Enz
## 520 MDHt.NADP._Enz
## 522 MDHt.NADP._Enz
## 523 MDHt.NADP._Enz
## 526 Ppi_Enz
## 535 Ppi_Enz
## 561 Ppi_Enz
## 567 Ppi_Enz
## 591 Ppi_Enz
## 597 Ppi_Enz
## 600 Ppi_Enz
## 607 Ppi_Enz
## 608 Ppi_Enz
## 609 Ppi_Enz
## 610 Ppi_Enz
## 613 PGIt_Enz
## 617 PGIt_Enz
## 622 PGIt_Enz
## 641 PGIt_Enz
## 648 PGIt_Enz
## 652 PGIt_Enz
## 654 PGIt_Enz
## 655 PGIt_Enz
## 656 PGIt_Enz
## 665 PGIt_Enz
## 668 PGIt_Enz
## 672 PGIt_Enz
## 673 PGIt_Enz
## 674 PGIt_Enz
## 675 PGIt_Enz
## 676 PGIt_Enz
## 677 PGIt_Enz
## 678 PGIt_Enz
## 679 PGIt_Enz
## 680 PGIt_Enz
## 681 PGIt_Enz
## 682 PGIt_Enz
## 683 PGIt_Enz
## 684 PGIt_Enz
## 685 PGIt_Enz
## 686 PGIt_Enz
## 687 PGIt_Enz
## 688 PGIt_Enz
## 689 PGIt_Enz
## 690 PGIt_Enz
## 691 PGIt_Enz
## 692 PGIt_Enz
## 693 PGIt_Enz
## 771 PK_Enz
## 772 PK_Enz
## 774 PK_Enz
## 778 PK_Enz
## 780 PK_Enz
## 781 PK_Enz
## 854 FBPase.cyt._Enz
## 859 FBPase.cyt._Enz
## 866 FBPase.cyt._Enz
## 867 FBPase.cyt._Enz
## 868 FBPase.cyt._Enz
## 869 FBPase.cyt._Enz
## 942 NAD_GAPDH_Enz
## 954 NAD_GAPDH_Enz
## 955 NAD_GAPDH_Enz
## 957 NAD_GAPDH_Enz
## 958 NAD_GAPDH_Enz
## 1031 KHK_Enz
## 1043 KHK_Enz
## 1044 KHK_Enz
## 1046 KHK_Enz
## 1047 KHK_Enz
## 1069 NT_Enz
## 1079 NT_Enz
## 1086 NT_Enz
## 1087 NT_Enz
## 1100 NT_Enz
## 1101 NT_Enz
## 1102 NT_Enz
## 1106 NT_Enz
## 1108 NT_Enz
## 1110 NT_Enz
## 1111 NT_Enz
## 1112 NT_Enz
## 1113 NT_Enz
## 1114 NT_Enz
## 1115 NT_Enz
## 1116 NT_Enz
## 1117 NT_Enz
## 1118 NT_Enz
## 1119 NT_Enz
## 1120 NT_Enz
## 1121 NT_Enz
## 1122 NT_Enz
## 1123 NT_Enz
## 1124 NT_Enz
## 1125 NT_Enz
## 1126 NT_Enz
## 1127 NT_Enz
## 1128 NT_Enz
## 1129 NT_Enz
## 1151 max_Rubisco_Enz
## 1168 max_Rubisco_Enz
## 1169 max_Rubisco_Enz
## 1200 max_Rubisco_Enz
## 1206 max_Rubisco_Enz
## 1207 max_Rubisco_Enz
## 1208 max_Rubisco_Enz
## 1209 max_Rubisco_Enz
## 1210 max_Rubisco_Enz
## 1211 max_Rubisco_Enz
## 1212 max_Rubisco_Enz
## 1213 max_Rubisco_Enz
## 1246 DHDMIF.o.glu_Met
## 1247 DHDMIF.o.glu_Met
## 1249 DHDMIF.o.glu_Met
## 1250 DHDMIF.o.glu_Met
## 1283 Eriocitrin_Met
## 1284 Eriocitrin_Met
## 1286 Eriocitrin_Met
## 1287 Eriocitrin_Met
## 1288 Homoplantaginin_Met
## 1316 Homoplantaginin_Met
## 1317 Homoplantaginin_Met
## 1318 Homoplantaginin_Met
## 1319 Homoplantaginin_Met
## 1320 Homoplantaginin_Met
## 1321 Homoplantaginin_Met
## 1354 Isorhamnetin.3.O.neohesperidin_Met
## 1355 Isorhamnetin.3.O.neohesperidin_Met
## 1357 Isorhamnetin.3.O.neohesperidin_Met
## 1358 Isorhamnetin.3.O.neohesperidin_Met
## 1391 Luteolin_Met
## 1392 Luteolin_Met
## 1394 Luteolin_Met
## 1395 Luteolin_Met
## 1428 Narirutin_Met
## 1429 Narirutin_Met
## 1431 Narirutin_Met
## 1432 Narirutin_Met
## 1465 Neohesperidin_Met
## 1466 Neohesperidin_Met
## 1467 Neohesperidin_Met
## 1500 Plantagoside_Met
## 1501 Plantagoside_Met
## 1503 Plantagoside_Met
## 1504 Plantagoside_Met
## 1537 Quercitrin_Met
## 1539 Quercitrin_Met
## 1540 Quercitrin_Met
## 1573 Spinosin_Met
## 1574 Spinosin_Met
## 1576 Spinosin_Met
## 1577 Spinosin_Met
## 1610 X3.Dehidroshikimate_Met
## 1611 X3.Dehidroshikimate_Met
## 1613 X3.Dehidroshikimate_Met
## 1614 X3.Dehidroshikimate_Met
## 1615 X4.Coumaryl.alcohol_Met
## 1643 X4.Coumaryl.alcohol_Met
## 1644 X4.Coumaryl.alcohol_Met
## 1645 X4.Coumaryl.alcohol_Met
## 1646 X4.Coumaryl.alcohol_Met
## 1647 X4.Coumaryl.alcohol_Met
## 1648 X4.Coumaryl.alcohol_Met
## 1681 Bavachin_Met
## 1682 Bavachin_Met
## 1684 Bavachin_Met
## 1685 Bavachin_Met
## 1718 Guaijaverin_Met
## 1719 Guaijaverin_Met
## 1721 Guaijaverin_Met
## 1722 Guaijaverin_Met
## 1755 Tomatine_Met
## 1756 Tomatine_Met
## 1758 Tomatine_Met
## 1759 Tomatine_Met
## 1792 X2..Deoxyguanosine.5..monophosphate_Met
## 1793 X2..Deoxyguanosine.5..monophosphate_Met
## 1795 X2..Deoxyguanosine.5..monophosphate_Met
## 1796 X2..Deoxyguanosine.5..monophosphate_Met
## 1829 Acanthoside.B_Met
## 1830 Acanthoside.B_Met
## 1832 Acanthoside.B_Met
## 1833 Acanthoside.B_Met
## 1866 X5.Demethylnobiletin_Met
## 1867 X5.Demethylnobiletin_Met
## 1869 X5.Demethylnobiletin_Met
## 1870 X5.Demethylnobiletin_Met
## 1903 X5.methoxyflavone_Met
## 1904 X5.methoxyflavone_Met
## 1906 X5.methoxyflavone_Met
## 1907 X5.methoxyflavone_Met
## 1940 Flavone_Met
## 1941 Flavone_Met
## 1943 Flavone_Met
## 1944 Flavone_Met
## 1977 Liquiritigenin_Met
## 1978 Liquiritigenin_Met
## 1980 Liquiritigenin_Met
## 1981 Liquiritigenin_Met
## 1986 Nobiletin_Met
## 2008 Nobiletin_Met
## 2014 Nobiletin_Met
## 2015 Nobiletin_Met
## 2016 Nobiletin_Met
## 2017 Nobiletin_Met
## 2050 Phe_Met
## 2051 Phe_Met
## 2053 Phe_Met
## 2054 Phe_Met
## 2087 Rutin_Met
## 2089 Rutin_Met
## 2090 Rutin_Met
## 2123 Tetrahydropiperine_Met
## 2124 Tetrahydropiperine_Met
## 2126 Tetrahydropiperine_Met
## 2127 Tetrahydropiperine_Met
## 2160 Vitexicarpin_Met
## 2161 Vitexicarpin_Met
## 2163 Vitexicarpin_Met
## 2164 Vitexicarpin_Met
## 2197 X6.Benzylaminopurine_Met
## 2198 X6.Benzylaminopurine_Met
## 2200 X6.Benzylaminopurine_Met
## 2201 X6.Benzylaminopurine_Met
## 2234 X6.Hydroxypurine_Met
## 2236 X6.Hydroxypurine_Met
## 2237 X6.Hydroxypurine_Met
## 2270 Apigenin.7.glucoside_Met
## 2272 Apigenin.7.glucoside_Met
## 2273 Apigenin.7.glucoside_Met
## 2306 Arginine_Met
## 2307 Arginine_Met
## 2309 Arginine_Met
## 2310 Arginine_Met
## 2343 Coumarine_Met
## 2344 Coumarine_Met
## 2345 Coumarine_Met
## 2348 Solasodine_Met
## 2372 Solasodine_Met
## 2375 Solasodine_Met
## 2376 Solasodine_Met
## 2377 Solasodine_Met
## 2378 Solasodine_Met
## 2379 Solasodine_Met
## 2380 Solasodine_Met
## 2413 Thr_Met
## 2414 Thr_Met
## 2416 Thr_Met
## 2417 Thr_Met
## 2450 Trigonelline_Met
## 2452 Trigonelline_Met
## 2453 Trigonelline_Met
## 2486 Riboflavin_Met
## 2487 Riboflavin_Met
## 2489 Riboflavin_Met
## 2490 Riboflavin_Met
## 2523 X1.Methylnicotinamide_Met
## 2524 X1.Methylnicotinamide_Met
## 2526 X1.Methylnicotinamide_Met
## 2527 X1.Methylnicotinamide_Met
## 2560 X2.Phenylacetamide_Met
## 2561 X2.Phenylacetamide_Met
## 2563 X2.Phenylacetamide_Met
## 2564 X2.Phenylacetamide_Met
## 2565 Corticosterone_Met
## 2593 Corticosterone_Met
## 2594 Corticosterone_Met
## 2595 Corticosterone_Met
## 2596 Corticosterone_Met
## 2597 Corticosterone_Met
## 2598 Corticosterone_Met
## 2603 Hydrocortisone_Met
## 2625 Hydrocortisone_Met
## 2631 Hydrocortisone_Met
## 2632 Hydrocortisone_Met
## 2633 Hydrocortisone_Met
## 2634 Hydrocortisone_Met
## 2719 ALT_Enz
## 2720 ALT_Enz
## 2722 ALT_Enz
## 2723 ALT_Enz
## 2724 AST_Enz
## 2725 AST_Enz
## 2726 AST_Enz
## 2727 AST_Enz
## 2728 AST_Enz
## 2729 AST_Enz
## 2730 AST_Enz
## 2731 AST_Enz
## 2732 AST_Enz
## 2733 AST_Enz
## 2734 AST_Enz
## 2735 AST_Enz
## 2736 AST_Enz
## 2737 AST_Enz
## 2738 AST_Enz
## 2739 AST_Enz
## 2740 AST_Enz
## 2741 AST_Enz
## 2742 AST_Enz
## 2743 AST_Enz
## 2744 AST_Enz
## 2745 AST_Enz
## 2746 AST_Enz
## 2747 AST_Enz
## 2748 AST_Enz
## 2749 AST_Enz
## 2750 AST_Enz
## 2751 AST_Enz
## 2752 AST_Enz
## 2753 AST_Enz
## 2754 AST_Enz
## 2755 AST_Enz
## 2756 AST_Enz
## 2757 AST_Enz
## 2758 AST_Enz
## 2759 AST_Enz
## 2760 AST_Enz
## 2761 AST_Enz
## 2762 AST_Enz
## 2763 AST_Enz
## 2764 AST_Enz
## 2765 AST_Enz
## 2766 AST_Enz
## 2767 AST_Enz
## 2768 AST_Enz
## 2769 AST_Enz
## 2770 AST_Enz
## 2771 AST_Enz
## 2772 AST_Enz
## 2773 AST_Enz
## 2774 AST_Enz
## 2775 AST_Enz
## 2776 AST_Enz
## 2777 AST_Enz
## 2778 AST_Enz
## 2779 AST_Enz
## 2780 AST_Enz
## 2781 AST_Enz
## 2782 AST_Enz
## 2783 AST_Enz
## 2784 AST_Enz
## 2785 AST_Enz
## 2786 AST_Enz
## 2787 AST_Enz
## 2788 AST_Enz
## 2789 AST_Enz
## 2790 AST_Enz
## 2791 AST_Enz
## 2794 CS_Enz
## 2803 CS_Enz
## 2829 CS_Enz
## 2833 CS_Enz
## 2835 CS_Enz
## 2847 CS_Enz
## 2864 CS_Enz
## 2869 CS_Enz
## 2876 CS_Enz
## 2877 CS_Enz
## 2878 CS_Enz
## 2879 CS_Enz
## 2882 MDH.NAD._Enz
## 2885 MDH.NAD._Enz
## 2888 MDH.NAD._Enz
## 2891 MDH.NAD._Enz
## 2892 MDH.NAD._Enz
## 2894 MDH.NAD._Enz
## 2901 MDH.NAD._Enz
## 2903 MDH.NAD._Enz
## 2907 MDH.NAD._Enz
## 2908 MDH.NAD._Enz
## 2911 MDH.NAD._Enz
## 2913 MDH.NAD._Enz
## 2917 MDH.NAD._Enz
## 2918 MDH.NAD._Enz
## 2919 MDH.NAD._Enz
## 2920 MDH.NAD._Enz
## 2921 MDH.NAD._Enz
## 2923 MDH.NAD._Enz
## 2928 MDH.NAD._Enz
## 2931 MDH.NAD._Enz
## 2932 MDH.NAD._Enz
## 2937 MDH.NAD._Enz
## 2939 MDH.NAD._Enz
## 2951 MDH.NAD._Enz
## 2956 MDH.NAD._Enz
## 2957 MDH.NAD._Enz
## 2958 MDH.NAD._Enz
## 2959 MDH.NAD._Enz
## 2960 MDH.NAD._Enz
## 2961 MDH.NAD._Enz
## 2962 MDH.NAD._Enz
## 2963 MDH.NAD._Enz
## 2969 PEPC_Enz
## 2976 PEPC_Enz
## 2978 PEPC_Enz
## 2994 PEPC_Enz
## 3002 PEPC_Enz
## 3009 PEPC_Enz
## 3013 PEPC_Enz
## 3014 PEPC_Enz
## 3015 PEPC_Enz
## 3016 PEPC_Enz
## 3019 PEPC_Enz
## 3021 PEPC_Enz
## 3023 PEPC_Enz
## 3024 PEPC_Enz
## 3031 PEPC_Enz
## 3037 PEPC_Enz
## 3038 PEPC_Enz
## 3039 PEPC_Enz
## 3040 PEPC_Enz
## 3041 PEPC_Enz
## 3042 PEPC_Enz
## 3043 PEPC_Enz
## 3044 PEPC_Enz
## 3047 FBPA_Enz
## 3050 FBPA_Enz
## 3053 FBPA_Enz
## 3056 FBPA_Enz
## 3057 FBPA_Enz
## 3059 FBPA_Enz
## 3066 FBPA_Enz
## 3068 FBPA_Enz
## 3072 FBPA_Enz
## 3073 FBPA_Enz
## 3076 FBPA_Enz
## 3078 FBPA_Enz
## 3082 FBPA_Enz
## 3083 FBPA_Enz
## 3084 FBPA_Enz
## 3085 FBPA_Enz
## 3086 FBPA_Enz
## 3088 FBPA_Enz
## 3093 FBPA_Enz
## 3096 FBPA_Enz
## 3097 FBPA_Enz
## 3102 FBPA_Enz
## 3104 FBPA_Enz
## 3116 FBPA_Enz
## 3121 FBPA_Enz
## 3122 FBPA_Enz
## 3123 FBPA_Enz
## 3124 FBPA_Enz
## 3125 FBPA_Enz
## 3126 FBPA_Enz
## 3127 FBPA_Enz
## 3128 FBPA_Enz
## 3213 PGM_Enz
## 3214 PGM_Enz
## 3216 PGM_Enz
## 3217 PGM_Enz
## 3250 Farrerol_Met
## 3251 Farrerol_Met
## 3253 Farrerol_Met
## 3254 Farrerol_Met
## 3287 Avicularin_Met
## 3288 Avicularin_Met
## 3290 Avicularin_Met
## 3291 Avicularin_Met
## 3324 Isoquercitrin_Met
## 3325 Isoquercitrin_Met
## 3327 Isoquercitrin_Met
## 3328 Isoquercitrin_Met
## 3329 Kaempferitrin_Met
## 3342 Kaempferitrin_Met
## 3345 Kaempferitrin_Met
## 3348 Kaempferitrin_Met
## 3350 Kaempferitrin_Met
## 3361 Kaempferitrin_Met
## 3362 Kaempferitrin_Met
## 3363 Kaempferitrin_Met
## 3396 Shikimic.acid_Met
## 3397 Shikimic.acid_Met
## 3399 Shikimic.acid_Met
## 3400 Shikimic.acid_Met
## 3433 Kaempferol_Met
## 3434 Kaempferol_Met
## 3436 Kaempferol_Met
## 3437 Kaempferol_Met
## 3440 Tangeretin_Met
## 3442 Tangeretin_Met
## 3454 Tangeretin_Met
## 3470 Tangeretin_Met
## 3471 Tangeretin_Met
## 3472 Tangeretin_Met
## 3473 Tangeretin_Met
## 3506 IAA.L.Ala_Met
## 3507 IAA.L.Ala_Met
## 3509 IAA.L.Ala_Met
## 3510 IAA.L.Ala_Met
## 3512 Tyr_Met
## 3519 Tyr_Met
## 3523 Tyr_Met
## 3524 Tyr_Met
## 3525 Tyr_Met
## 3526 Tyr_Met
## 3529 Tyr_Met
## 3531 Tyr_Met
## 3533 Tyr_Met
## 3534 Tyr_Met
## 3538 Tyr_Met
## 3539 Tyr_Met
## 3540 Tyr_Met
## 3541 Tyr_Met
## 3542 Tyr_Met
## 3543 Tyr_Met
## 3544 Quercetin.3.O.sophoroside_Met
## 3545 Quercetin.3.O.sophoroside_Met
## 3548 Quercetin.3.O.sophoroside_Met
## 3556 Quercetin.3.O.sophoroside_Met
## 3557 Quercetin.3.O.sophoroside_Met
## 3558 Quercetin.3.O.sophoroside_Met
## 3559 Quercetin.3.O.sophoroside_Met
## 3564 Quercetin.3.O.sophoroside_Met
## 3565 Quercetin.3.O.sophoroside_Met
## 3569 Quercetin.3.O.sophoroside_Met
## 3573 Quercetin.3.O.sophoroside_Met
## 3574 Quercetin.3.O.sophoroside_Met
## 3575 Quercetin.3.O.sophoroside_Met
## 3577 I3C_Met
## 3578 I3C_Met
## 3580 I3C_Met
## 3581 I3C_Met
## 3587 I3C_Met
## 3588 I3C_Met
## 3590 I3C_Met
## 3591 I3C_Met
## 3593 I3C_Met
## 3594 I3C_Met
## 3596 I3C_Met
## 3597 I3C_Met
## 3598 I3C_Met
## 3599 I3C_Met
## 3601 I3C_Met
## 3607 I3C_Met
## 3608 I3C_Met
## 3609 I3C_Met
## 3610 I3C_Met
## 3615 L.Homocysteine_Met
## 3624 L.Homocysteine_Met
## 3626 L.Homocysteine_Met
## 3630 L.Homocysteine_Met
## 3632 L.Homocysteine_Met
## 3634 L.Homocysteine_Met
## 3635 L.Homocysteine_Met
## 3643 L.Homocysteine_Met
## 3644 L.Homocysteine_Met
## 3646 L.Homocysteine_Met
## 3647 L.Homocysteine_Met
## 3649 X4.Imidazoleacetate_Met
## 3650 X4.Imidazoleacetate_Met
## 3652 X4.Imidazoleacetate_Met
## 3653 X4.Imidazoleacetate_Met
## 3659 X4.Imidazoleacetate_Met
## 3660 X4.Imidazoleacetate_Met
## 3662 X4.Imidazoleacetate_Met
## 3663 X4.Imidazoleacetate_Met
## 3665 X4.Imidazoleacetate_Met
## 3666 X4.Imidazoleacetate_Met
## 3668 X4.Imidazoleacetate_Met
## 3669 X4.Imidazoleacetate_Met
## 3670 X4.Imidazoleacetate_Met
## 3671 X4.Imidazoleacetate_Met
## 3673 X4.Imidazoleacetate_Met
## 3679 X4.Imidazoleacetate_Met
## 3680 X4.Imidazoleacetate_Met
## 3681 X4.Imidazoleacetate_Met
## 3682 X4.Imidazoleacetate_Met
## 3683 PGKd_Enz
## 3684 PGKd_Enz
## 3685 PGKd_Enz
## 3686 PGKd_Enz
## 3687 PGKd_Enz
## 3688 PGKd_Enz
## 3689 PGKd_Enz
## 3690 PGKd_Enz
## 3691 PGKd_Enz
## 3692 PGKd_Enz
## 3693 PGKd_Enz
## 3694 PGKd_Enz
## 3695 PGKd_Enz
## 3696 PGKd_Enz
## 3697 PGKd_Enz
## 3698 PGKd_Enz
## 3699 PGKd_Enz
## 3700 PGKd_Enz
## 3701 PGKd_Enz
## 3702 PGKd_Enz
## 3703 PGKd_Enz
## 3704 PGKd_Enz
## 3705 PGKd_Enz
## 3706 PGKd_Enz
## 3707 PGKd_Enz
## 3708 PGKd_Enz
## 3709 PGKd_Enz
## 3710 PGKd_Enz
## 3711 PGKd_Enz
## 3712 PGKd_Enz
## 3713 PGKd_Enz
## 3714 PGKd_Enz
## 3715 PGKd_Enz
## 3716 PGKd_Enz
## 3717 PGKd_Enz
## 3718 PGKd_Enz
## 3719 PGKd_Enz
## 3720 PGKd_Enz
## 3721 PGKd_Enz
## 3722 PGKd_Enz
## 3723 PGKd_Enz
## 3724 PGKd_Enz
## 3725 PGKd_Enz
## 3726 PGKd_Enz
## 3727 PGKd_Enz
## 3728 PGKd_Enz
## 3729 PGKd_Enz
## 3730 PGKd_Enz
## 3731 PGKd_Enz
## 3732 PGKd_Enz
## 3733 PGKd_Enz
## 3734 PGKd_Enz
## 3735 PGKd_Enz
## 3736 PGKd_Enz
## 3737 PGKd_Enz
## 3738 PGKd_Enz
## 3739 PGKd_Enz
## 3740 PGKd_Enz
## 3741 PGKd_Enz
## 3742 PGKd_Enz
## 3743 PGKd_Enz
## 3744 PGKd_Enz
## 3745 PGKd_Enz
## 3746 PGKd_Enz
## 3747 PGKd_Enz
## 3748 PGKd_Enz
## 3749 PGKd_Enz
## 3750 PGKd_Enz
## 3751 PGKd_Enz
## 3752 NADP_GAPDH_Enz
## 3753 NADP_GAPDH_Enz
## 3754 NADP_GAPDH_Enz
## 3755 NADP_GAPDH_Enz
## 3756 NADP_GAPDH_Enz
## 3757 NADP_GAPDH_Enz
## 3758 NADP_GAPDH_Enz
## 3759 NADP_GAPDH_Enz
## 3760 NADP_GAPDH_Enz
## 3761 NADP_GAPDH_Enz
## 3762 NADP_GAPDH_Enz
## 3763 NADP_GAPDH_Enz
## 3764 NADP_GAPDH_Enz
## 3765 NADP_GAPDH_Enz
## 3766 NADP_GAPDH_Enz
## 3767 NADP_GAPDH_Enz
## 3768 NADP_GAPDH_Enz
## 3769 NADP_GAPDH_Enz
## 3770 NADP_GAPDH_Enz
## 3771 NADP_GAPDH_Enz
## 3772 NADP_GAPDH_Enz
## 3773 NADP_GAPDH_Enz
## 3774 NADP_GAPDH_Enz
## 3775 NADP_GAPDH_Enz
## 3776 NADP_GAPDH_Enz
## 3777 NADP_GAPDH_Enz
## 3778 NADP_GAPDH_Enz
## 3779 NADP_GAPDH_Enz
## 3780 NADP_GAPDH_Enz
## 3781 NADP_GAPDH_Enz
## 3782 NADP_GAPDH_Enz
## 3783 NADP_GAPDH_Enz
## 3784 NADP_GAPDH_Enz
## 3785 NADP_GAPDH_Enz
## 3786 NADP_GAPDH_Enz
## 3787 NADP_GAPDH_Enz
## 3788 NADP_GAPDH_Enz
## 3789 NADP_GAPDH_Enz
## 3790 NADP_GAPDH_Enz
## 3791 NADP_GAPDH_Enz
## 3792 NADP_GAPDH_Enz
## 3793 NADP_GAPDH_Enz
## 3794 NADP_GAPDH_Enz
## 3795 NADP_GAPDH_Enz
## 3796 NADP_GAPDH_Enz
## 3797 NADP_GAPDH_Enz
## 3798 NADP_GAPDH_Enz
## 3799 NADP_GAPDH_Enz
## 3800 NADP_GAPDH_Enz
## 3801 NADP_GAPDH_Enz
## 3802 NADP_GAPDH_Enz
## 3803 NADP_GAPDH_Enz
## 3804 NADP_GAPDH_Enz
## 3805 NADP_GAPDH_Enz
## 3806 NADP_GAPDH_Enz
## 3807 NADP_GAPDH_Enz
## 3808 NADP_GAPDH_Enz
## 3809 NADP_GAPDH_Enz
## 3810 NADP_GAPDH_Enz
## 3811 NADP_GAPDH_Enz
## 3812 NADP_GAPDH_Enz
## 3813 NADP_GAPDH_Enz
## 3814 NADP_GAPDH_Enz
## 3815 NADP_GAPDH_Enz
## 3816 NADP_GAPDH_Enz
## 3817 NADP_GAPDH_Enz
## 3818 NADP_GAPDH_Enz
## 3819 NADP_GAPDH_Enz
## 3820 NADP_GAPDH_Enz
## 3821 NADP_GAPDH_Enz
## 3822 NADP_GAPDH_Enz
## 3823 NADP.IDH_Enz
## 3824 NADP.IDH_Enz
## 3825 NADP.IDH_Enz
## 3826 NADP.IDH_Enz
## 3827 NADP.IDH_Enz
## 3828 NADP.IDH_Enz
## 3829 NADP.IDH_Enz
## 3830 NADP.IDH_Enz
## 3831 NADP.IDH_Enz
## 3832 NADP.IDH_Enz
## 3833 NADP.IDH_Enz
## 3834 NADP.IDH_Enz
## 3835 NADP.IDH_Enz
## 3836 NADP.IDH_Enz
## 3837 NADP.IDH_Enz
## 3838 NADP.IDH_Enz
## 3839 NADP.IDH_Enz
## 3840 NADP.IDH_Enz
## 3841 NADP.IDH_Enz
## 3842 NADP.IDH_Enz
## 3843 NADP.IDH_Enz
## 3844 NADP.IDH_Enz
## 3845 NADP.IDH_Enz
## 3846 NADP.IDH_Enz
## 3847 NADP.IDH_Enz
## 3848 NADP.IDH_Enz
## 3849 NADP.IDH_Enz
## 3850 NADP.IDH_Enz
## 3851 NADP.IDH_Enz
## 3852 NADP.IDH_Enz
## 3853 NADP.IDH_Enz
## 3854 NADP.IDH_Enz
## 3855 NADP.IDH_Enz
## 3856 NADP.IDH_Enz
## 3857 NADP.IDH_Enz
## 3858 NADP.IDH_Enz
## 3859 NADP.IDH_Enz
## 3860 NADP.IDH_Enz
## 3861 NADP.IDH_Enz
## 3862 NADP.IDH_Enz
## 3863 NADP.IDH_Enz
## 3864 NADP.IDH_Enz
## 3865 NADP.IDH_Enz
## 3866 NADP.IDH_Enz
## 3867 NADP.IDH_Enz
## 3868 NADP.IDH_Enz
## 3869 NADP.IDH_Enz
## 3870 NADP.IDH_Enz
## 3871 NADP.IDH_Enz
## 3872 NADP.IDH_Enz
## 3873 NADP.IDH_Enz
## 3874 NADP.IDH_Enz
## 3875 NADP.IDH_Enz
## 3876 NADP.IDH_Enz
## 3877 NADP.IDH_Enz
## 3878 NADP.IDH_Enz
## 3879 NADP.IDH_Enz
## 3880 NADP.IDH_Enz
## 3881 NADP.IDH_Enz
## 3882 NADP.IDH_Enz
## 3883 NADP.IDH_Enz
## 3884 NADP.IDH_Enz
## 3885 NADP.IDH_Enz
## 3886 NADP.IDH_Enz
## 3887 NADP.IDH_Enz
## 3888 NADP.IDH_Enz
## 3889 NADP.IDH_Enz
## 3890 NADP.IDH_Enz
## 3891 NADP.IDH_Enz
## 3892 NADP.IDH_Enz
## 3893 NADP.IDH_Enz
## to fromType toType
## 73 Tyr_Met Enz Met
## 78 Quercetin.3.O.sophoroside_Met Enz Met
## 85 Ctr_Pph Enz Pph
## 86 gB_Pph Enz Pph
## 87 PP2C_CNBKDP_Pph Enz Pph
## 88 THT_Pph Enz Pph
## 130 PR1_Pph Enz Pph
## 156 Kaempferitrin_Met Enz Met
## 161 Tyr_Met Enz Met
## 163 STPSs_Pph Enz Pph
## 166 I3C_Met Enz Met
## 167 L.Homocysteine_Met Enz Met
## 168 X4.Imidazoleacetate_Met Enz Met
## 169 TBL34_Pph Enz Pph
## 170 NOA1_Pph Enz Pph
## 171 TP_Pph Enz Pph
## 172 gB_Pph Enz Pph
## 173 PP2C_CNBKDP_Pph Enz Pph
## 174 THT_Pph Enz Pph
## 253 I3C_Met Enz Met
## 255 X4.Imidazoleacetate_Met Enz Met
## 259 Ctr_Pph Enz Pph
## 260 PP2C_CNBKDP_Pph Enz Pph
## 261 NAD.P._bRFSP_Pph Enz Pph
## 293 Solasodine_Met Enz Met
## 314 PKMTs_Pph Enz Pph
## 320 NP24pp_Pph Enz Pph
## 322 DSlP_Pph Enz Pph
## 332 Tangeretin_Met Enz Met
## 334 Tyr_Met Enz Met
## 338 X2OGoxy_Pph Enz Pph
## 340 I3C_Met Enz Met
## 342 X4.Imidazoleacetate_Met Enz Met
## 346 Ctr_Pph Enz Pph
## 347 PP2C_CNBKDP_Pph Enz Pph
## 348 NAD.P._bRFSP_Pph Enz Pph
## 380 Solasodine_Met Enz Met
## 401 PKMTs_Pph Enz Pph
## 407 NP24pp_Pph Enz Pph
## 409 DSlP_Pph Enz Pph
## 419 Tangeretin_Met Enz Met
## 421 Tyr_Met Enz Met
## 425 X2OGoxy_Pph Enz Pph
## 427 I3C_Met Enz Met
## 429 X4.Imidazoleacetate_Met Enz Met
## 433 Ctr_Pph Enz Pph
## 434 PP2C_CNBKDP_Pph Enz Pph
## 435 NAD.P._bRFSP_Pph Enz Pph
## 513 Quercetin.3.O.sophoroside_Met Enz Met
## 514 I3C_Met Enz Met
## 516 X4.Imidazoleacetate_Met Enz Met
## 520 gB_Pph Enz Pph
## 522 THT_Pph Enz Pph
## 523 NAD.P._bRFSP_Pph Enz Pph
## 526 Homoplantaginin_Met Enz Met
## 535 X4.Coumaryl.alcohol_Met Enz Met
## 561 Corticosterone_Met Enz Met
## 567 URK_Pph Enz Pph
## 591 Kaempferitrin_Met Enz Met
## 597 STPSs_Pph Enz Pph
## 600 Quercetin.3.O.sophoroside_Met Enz Met
## 607 Ctr_Pph Enz Pph
## 608 gB_Pph Enz Pph
## 609 PP2C_CNBKDP_Pph Enz Pph
## 610 THT_Pph Enz Pph
## 613 Homoplantaginin_Met Enz Met
## 617 Neohesperidin_Met Enz Met
## 622 X4.Coumaryl.alcohol_Met Enz Met
## 641 Coumarine_Met Enz Met
## 648 Corticosterone_Met Enz Met
## 652 PR1_Pph Enz Pph
## 654 URK_Pph Enz Pph
## 655 DUF3511_Pph Enz Pph
## 656 GR_RBP3_Pph Enz Pph
## 665 GTs_Pph Enz Pph
## 668 zf_A20.1_Pph Enz Pph
## 672 GGH_Pph Enz Pph
## 673 RING_typeE3s_Pph Enz Pph
## 674 AOS_Pph Enz Pph
## 675 Farrerol_Met Enz Met
## 676 Avicularin_Met Enz Met
## 677 Isoquercitrin_Met Enz Met
## 678 Shikimic.acid_Met Enz Met
## 679 Kaempferol_Met Enz Met
## 680 Tangeretin_Met Enz Met
## 681 IAA.L.Ala_Met Enz Met
## 682 CaBP_EF_Pph Enz Pph
## 683 AP5B_Pph Enz Pph
## 684 X2OGoxy_Pph Enz Pph
## 685 I3C_Met Enz Met
## 686 L.Homocysteine_Met Enz Met
## 687 X4.Imidazoleacetate_Met Enz Met
## 688 TBL34_Pph Enz Pph
## 689 NOA1_Pph Enz Pph
## 690 TP_Pph Enz Pph
## 691 gB_Pph Enz Pph
## 692 PP2C_CNBKDP_Pph Enz Pph
## 693 THT_Pph Enz Pph
## 771 Quercetin.3.O.sophoroside_Met Enz Met
## 772 I3C_Met Enz Met
## 774 X4.Imidazoleacetate_Met Enz Met
## 778 gB_Pph Enz Pph
## 780 THT_Pph Enz Pph
## 781 NAD.P._bRFSP_Pph Enz Pph
## 854 Tyr_Met Enz Met
## 859 Quercetin.3.O.sophoroside_Met Enz Met
## 866 Ctr_Pph Enz Pph
## 867 gB_Pph Enz Pph
## 868 PP2C_CNBKDP_Pph Enz Pph
## 869 THT_Pph Enz Pph
## 942 Tyr_Met Enz Met
## 954 Ctr_Pph Enz Pph
## 955 gB_Pph Enz Pph
## 957 THT_Pph Enz Pph
## 958 NAD.P._bRFSP_Pph Enz Pph
## 1031 Tyr_Met Enz Met
## 1043 Ctr_Pph Enz Pph
## 1044 gB_Pph Enz Pph
## 1046 THT_Pph Enz Pph
## 1047 NAD.P._bRFSP_Pph Enz Pph
## 1069 Nobiletin_Met Enz Met
## 1079 Solasodine_Met Enz Met
## 1086 Hydrocortisone_Met Enz Met
## 1087 PK_Pph Enz Pph
## 1100 PKMTs_Pph Enz Pph
## 1101 LOX_Pph Enz Pph
## 1102 GTs_Pph Enz Pph
## 1106 NP24pp_Pph Enz Pph
## 1108 DSlP_Pph Enz Pph
## 1110 RING_typeE3s_Pph Enz Pph
## 1111 AOS_Pph Enz Pph
## 1112 Farrerol_Met Enz Met
## 1113 Avicularin_Met Enz Met
## 1114 Isoquercitrin_Met Enz Met
## 1115 Kaempferitrin_Met Enz Met
## 1116 Shikimic.acid_Met Enz Met
## 1117 Kaempferol_Met Enz Met
## 1118 IAA.L.Ala_Met Enz Met
## 1119 Tyr_Met Enz Met
## 1120 CaBP_EF_Pph Enz Pph
## 1121 STPSs_Pph Enz Pph
## 1122 AP5B_Pph Enz Pph
## 1123 Quercetin.3.O.sophoroside_Met Enz Met
## 1124 L.Homocysteine_Met Enz Met
## 1125 TBL34_Pph Enz Pph
## 1126 NOA1_Pph Enz Pph
## 1127 TP_Pph Enz Pph
## 1128 PP2C_CNBKDP_Pph Enz Pph
## 1129 NAD.P._bRFSP_Pph Enz Pph
## 1151 Nobiletin_Met Enz Met
## 1168 Hydrocortisone_Met Enz Met
## 1169 PK_Pph Enz Pph
## 1200 Tangeretin_Met Enz Met
## 1206 X2OGoxy_Pph Enz Pph
## 1207 Quercetin.3.O.sophoroside_Met Enz Met
## 1208 L.Homocysteine_Met Enz Met
## 1209 TBL34_Pph Enz Pph
## 1210 NOA1_Pph Enz Pph
## 1211 TP_Pph Enz Pph
## 1212 PP2C_CNBKDP_Pph Enz Pph
## 1213 NAD.P._bRFSP_Pph Enz Pph
## 1246 Ctr_Pph Met Pph
## 1247 gB_Pph Met Pph
## 1249 THT_Pph Met Pph
## 1250 NAD.P._bRFSP_Pph Met Pph
## 1283 Ctr_Pph Met Pph
## 1284 gB_Pph Met Pph
## 1286 THT_Pph Met Pph
## 1287 NAD.P._bRFSP_Pph Met Pph
## 1288 PK_Pph Met Pph
## 1316 X2OGoxy_Pph Met Pph
## 1317 TBL34_Pph Met Pph
## 1318 NOA1_Pph Met Pph
## 1319 TP_Pph Met Pph
## 1320 PP2C_CNBKDP_Pph Met Pph
## 1321 NAD.P._bRFSP_Pph Met Pph
## 1354 Ctr_Pph Met Pph
## 1355 gB_Pph Met Pph
## 1357 THT_Pph Met Pph
## 1358 NAD.P._bRFSP_Pph Met Pph
## 1391 Ctr_Pph Met Pph
## 1392 gB_Pph Met Pph
## 1394 THT_Pph Met Pph
## 1395 NAD.P._bRFSP_Pph Met Pph
## 1428 Ctr_Pph Met Pph
## 1429 gB_Pph Met Pph
## 1431 THT_Pph Met Pph
## 1432 NAD.P._bRFSP_Pph Met Pph
## 1465 Ctr_Pph Met Pph
## 1466 PP2C_CNBKDP_Pph Met Pph
## 1467 NAD.P._bRFSP_Pph Met Pph
## 1500 Ctr_Pph Met Pph
## 1501 gB_Pph Met Pph
## 1503 THT_Pph Met Pph
## 1504 NAD.P._bRFSP_Pph Met Pph
## 1537 gB_Pph Met Pph
## 1539 THT_Pph Met Pph
## 1540 NAD.P._bRFSP_Pph Met Pph
## 1573 Ctr_Pph Met Pph
## 1574 gB_Pph Met Pph
## 1576 THT_Pph Met Pph
## 1577 NAD.P._bRFSP_Pph Met Pph
## 1610 Ctr_Pph Met Pph
## 1611 gB_Pph Met Pph
## 1613 THT_Pph Met Pph
## 1614 NAD.P._bRFSP_Pph Met Pph
## 1615 PK_Pph Met Pph
## 1643 X2OGoxy_Pph Met Pph
## 1644 TBL34_Pph Met Pph
## 1645 NOA1_Pph Met Pph
## 1646 TP_Pph Met Pph
## 1647 PP2C_CNBKDP_Pph Met Pph
## 1648 NAD.P._bRFSP_Pph Met Pph
## 1681 Ctr_Pph Met Pph
## 1682 gB_Pph Met Pph
## 1684 THT_Pph Met Pph
## 1685 NAD.P._bRFSP_Pph Met Pph
## 1718 Ctr_Pph Met Pph
## 1719 gB_Pph Met Pph
## 1721 THT_Pph Met Pph
## 1722 NAD.P._bRFSP_Pph Met Pph
## 1755 Ctr_Pph Met Pph
## 1756 gB_Pph Met Pph
## 1758 THT_Pph Met Pph
## 1759 NAD.P._bRFSP_Pph Met Pph
## 1792 Ctr_Pph Met Pph
## 1793 gB_Pph Met Pph
## 1795 THT_Pph Met Pph
## 1796 NAD.P._bRFSP_Pph Met Pph
## 1829 Ctr_Pph Met Pph
## 1830 gB_Pph Met Pph
## 1832 THT_Pph Met Pph
## 1833 NAD.P._bRFSP_Pph Met Pph
## 1866 Ctr_Pph Met Pph
## 1867 gB_Pph Met Pph
## 1869 THT_Pph Met Pph
## 1870 NAD.P._bRFSP_Pph Met Pph
## 1903 Ctr_Pph Met Pph
## 1904 gB_Pph Met Pph
## 1906 THT_Pph Met Pph
## 1907 NAD.P._bRFSP_Pph Met Pph
## 1940 Ctr_Pph Met Pph
## 1941 gB_Pph Met Pph
## 1943 THT_Pph Met Pph
## 1944 NAD.P._bRFSP_Pph Met Pph
## 1977 Ctr_Pph Met Pph
## 1978 gB_Pph Met Pph
## 1980 THT_Pph Met Pph
## 1981 NAD.P._bRFSP_Pph Met Pph
## 1986 URK_Pph Met Pph
## 2008 STPSs_Pph Met Pph
## 2014 Ctr_Pph Met Pph
## 2015 gB_Pph Met Pph
## 2016 PP2C_CNBKDP_Pph Met Pph
## 2017 THT_Pph Met Pph
## 2050 Ctr_Pph Met Pph
## 2051 gB_Pph Met Pph
## 2053 THT_Pph Met Pph
## 2054 NAD.P._bRFSP_Pph Met Pph
## 2087 gB_Pph Met Pph
## 2089 THT_Pph Met Pph
## 2090 NAD.P._bRFSP_Pph Met Pph
## 2123 Ctr_Pph Met Pph
## 2124 gB_Pph Met Pph
## 2126 THT_Pph Met Pph
## 2127 NAD.P._bRFSP_Pph Met Pph
## 2160 Ctr_Pph Met Pph
## 2161 gB_Pph Met Pph
## 2163 THT_Pph Met Pph
## 2164 NAD.P._bRFSP_Pph Met Pph
## 2197 Ctr_Pph Met Pph
## 2198 gB_Pph Met Pph
## 2200 THT_Pph Met Pph
## 2201 NAD.P._bRFSP_Pph Met Pph
## 2234 gB_Pph Met Pph
## 2236 THT_Pph Met Pph
## 2237 NAD.P._bRFSP_Pph Met Pph
## 2270 gB_Pph Met Pph
## 2272 THT_Pph Met Pph
## 2273 NAD.P._bRFSP_Pph Met Pph
## 2306 Ctr_Pph Met Pph
## 2307 gB_Pph Met Pph
## 2309 THT_Pph Met Pph
## 2310 NAD.P._bRFSP_Pph Met Pph
## 2343 Ctr_Pph Met Pph
## 2344 PP2C_CNBKDP_Pph Met Pph
## 2345 NAD.P._bRFSP_Pph Met Pph
## 2348 PR1_Pph Met Pph
## 2372 STPSs_Pph Met Pph
## 2375 TBL34_Pph Met Pph
## 2376 NOA1_Pph Met Pph
## 2377 TP_Pph Met Pph
## 2378 gB_Pph Met Pph
## 2379 PP2C_CNBKDP_Pph Met Pph
## 2380 THT_Pph Met Pph
## 2413 Ctr_Pph Met Pph
## 2414 gB_Pph Met Pph
## 2416 THT_Pph Met Pph
## 2417 NAD.P._bRFSP_Pph Met Pph
## 2450 gB_Pph Met Pph
## 2452 THT_Pph Met Pph
## 2453 NAD.P._bRFSP_Pph Met Pph
## 2486 Ctr_Pph Met Pph
## 2487 gB_Pph Met Pph
## 2489 THT_Pph Met Pph
## 2490 NAD.P._bRFSP_Pph Met Pph
## 2523 Ctr_Pph Met Pph
## 2524 gB_Pph Met Pph
## 2526 THT_Pph Met Pph
## 2527 NAD.P._bRFSP_Pph Met Pph
## 2560 Ctr_Pph Met Pph
## 2561 gB_Pph Met Pph
## 2563 THT_Pph Met Pph
## 2564 NAD.P._bRFSP_Pph Met Pph
## 2565 PK_Pph Met Pph
## 2593 X2OGoxy_Pph Met Pph
## 2594 TBL34_Pph Met Pph
## 2595 NOA1_Pph Met Pph
## 2596 TP_Pph Met Pph
## 2597 PP2C_CNBKDP_Pph Met Pph
## 2598 NAD.P._bRFSP_Pph Met Pph
## 2603 URK_Pph Met Pph
## 2625 STPSs_Pph Met Pph
## 2631 Ctr_Pph Met Pph
## 2632 gB_Pph Met Pph
## 2633 PP2C_CNBKDP_Pph Met Pph
## 2634 THT_Pph Met Pph
## 2719 Ctr_Pph Enz Pph
## 2720 gB_Pph Enz Pph
## 2722 THT_Pph Enz Pph
## 2723 NAD.P._bRFSP_Pph Enz Pph
## 2724 DHDMIF.o.glu_Met Enz Met
## 2725 Eriocitrin_Met Enz Met
## 2726 Homoplantaginin_Met Enz Met
## 2727 Isorhamnetin.3.O.neohesperidin_Met Enz Met
## 2728 Luteolin_Met Enz Met
## 2729 Neohesperidin_Met Enz Met
## 2730 Plantagoside_Met Enz Met
## 2731 Quercitrin_Met Enz Met
## 2732 Spinosin_Met Enz Met
## 2733 X3.Dehidroshikimate_Met Enz Met
## 2734 X4.Coumaryl.alcohol_Met Enz Met
## 2735 Guaijaverin_Met Enz Met
## 2736 X2..Deoxyguanosine.5..monophosphate_Met Enz Met
## 2737 Acanthoside.B_Met Enz Met
## 2738 X5.Demethylnobiletin_Met Enz Met
## 2739 X5.methoxyflavone_Met Enz Met
## 2740 Flavone_Met Enz Met
## 2741 Liquiritigenin_Met Enz Met
## 2742 Phe_Met Enz Met
## 2743 Rutin_Met Enz Met
## 2744 Tetrahydropiperine_Met Enz Met
## 2745 Vitexicarpin_Met Enz Met
## 2746 X6.Benzylaminopurine_Met Enz Met
## 2747 X6.Hydroxypurine_Met Enz Met
## 2748 Apigenin.7.glucoside_Met Enz Met
## 2749 Arginine_Met Enz Met
## 2750 Coumarine_Met Enz Met
## 2751 Solasodine_Met Enz Met
## 2752 Thr_Met Enz Met
## 2753 Trigonelline_Met Enz Met
## 2754 Riboflavin_Met Enz Met
## 2755 X1.Methylnicotinamide_Met Enz Met
## 2756 X2.Phenylacetamide_Met Enz Met
## 2757 Corticosterone_Met Enz Met
## 2758 LHT8_Pph Enz Pph
## 2759 CHI17_Pph Enz Pph
## 2760 URK_Pph Enz Pph
## 2761 DUF3511_Pph Enz Pph
## 2762 GR_RBP3_Pph Enz Pph
## 2763 TOM1_Pph Enz Pph
## 2764 Chitinase_Pph Enz Pph
## 2765 AURPU_Pph Enz Pph
## 2766 LAG1_LP_Pph Enz Pph
## 2767 VPS33A_Pph Enz Pph
## 2768 PKMTs_Pph Enz Pph
## 2769 LOX_Pph Enz Pph
## 2770 GTs_Pph Enz Pph
## 2771 zf.B_box_Pph Enz Pph
## 2772 zf_A20.1_Pph Enz Pph
## 2773 NP24pp_Pph Enz Pph
## 2774 X5._Pph Enz Pph
## 2775 DSlP_Pph Enz Pph
## 2776 GGH_Pph Enz Pph
## 2777 RING_typeE3s_Pph Enz Pph
## 2778 AOS_Pph Enz Pph
## 2779 Farrerol_Met Enz Met
## 2780 Avicularin_Met Enz Met
## 2781 Isoquercitrin_Met Enz Met
## 2782 Kaempferitrin_Met Enz Met
## 2783 Shikimic.acid_Met Enz Met
## 2784 Kaempferol_Met Enz Met
## 2785 Tangeretin_Met Enz Met
## 2786 IAA.L.Ala_Met Enz Met
## 2787 Tyr_Met Enz Met
## 2788 CaBP_EF_Pph Enz Pph
## 2789 STPSs_Pph Enz Pph
## 2790 AP5B_Pph Enz Pph
## 2791 X2OGoxy_Pph Enz Pph
## 2794 Homoplantaginin_Met Enz Met
## 2803 X4.Coumaryl.alcohol_Met Enz Met
## 2829 Corticosterone_Met Enz Met
## 2833 PR1_Pph Enz Pph
## 2835 URK_Pph Enz Pph
## 2847 DCL3_Pph Enz Pph
## 2864 Tyr_Met Enz Met
## 2869 Quercetin.3.O.sophoroside_Met Enz Met
## 2876 Ctr_Pph Enz Pph
## 2877 gB_Pph Enz Pph
## 2878 PP2C_CNBKDP_Pph Enz Pph
## 2879 THT_Pph Enz Pph
## 2882 Homoplantaginin_Met Enz Met
## 2885 Narirutin_Met Enz Met
## 2888 Quercitrin_Met Enz Met
## 2891 X4.Coumaryl.alcohol_Met Enz Met
## 2892 Bavachin_Met Enz Met
## 2894 Tomatine_Met Enz Met
## 2901 Nobiletin_Met Enz Met
## 2903 Rutin_Met Enz Met
## 2907 X6.Hydroxypurine_Met Enz Met
## 2908 Apigenin.7.glucoside_Met Enz Met
## 2911 Solasodine_Met Enz Met
## 2913 Trigonelline_Met Enz Met
## 2917 Corticosterone_Met Enz Met
## 2918 Hydrocortisone_Met Enz Met
## 2919 PK_Pph Enz Pph
## 2920 LHT8_Pph Enz Pph
## 2921 PR1_Pph Enz Pph
## 2923 URK_Pph Enz Pph
## 2928 SQLE_Pph Enz Pph
## 2931 VPS33A_Pph Enz Pph
## 2932 PKMTs_Pph Enz Pph
## 2937 NP24pp_Pph Enz Pph
## 2939 DSlP_Pph Enz Pph
## 2951 Tyr_Met Enz Met
## 2956 Quercetin.3.O.sophoroside_Met Enz Met
## 2957 I3C_Met Enz Met
## 2958 L.Homocysteine_Met Enz Met
## 2959 X4.Imidazoleacetate_Met Enz Met
## 2960 TBL34_Pph Enz Pph
## 2961 NOA1_Pph Enz Pph
## 2962 TP_Pph Enz Pph
## 2963 Ctr_Pph Enz Pph
## 2969 Narirutin_Met Enz Met
## 2976 Bavachin_Met Enz Met
## 2978 Tomatine_Met Enz Met
## 2994 Solasodine_Met Enz Met
## 3002 PR1_Pph Enz Pph
## 3009 SQLE_Pph Enz Pph
## 3013 PKMTs_Pph Enz Pph
## 3014 LOX_Pph Enz Pph
## 3015 GTs_Pph Enz Pph
## 3016 DCL3_Pph Enz Pph
## 3019 NP24pp_Pph Enz Pph
## 3021 DSlP_Pph Enz Pph
## 3023 RING_typeE3s_Pph Enz Pph
## 3024 AOS_Pph Enz Pph
## 3031 Tangeretin_Met Enz Met
## 3037 X2OGoxy_Pph Enz Pph
## 3038 Quercetin.3.O.sophoroside_Met Enz Met
## 3039 L.Homocysteine_Met Enz Met
## 3040 TBL34_Pph Enz Pph
## 3041 NOA1_Pph Enz Pph
## 3042 TP_Pph Enz Pph
## 3043 PP2C_CNBKDP_Pph Enz Pph
## 3044 NAD.P._bRFSP_Pph Enz Pph
## 3047 Homoplantaginin_Met Enz Met
## 3050 Narirutin_Met Enz Met
## 3053 Quercitrin_Met Enz Met
## 3056 X4.Coumaryl.alcohol_Met Enz Met
## 3057 Bavachin_Met Enz Met
## 3059 Tomatine_Met Enz Met
## 3066 Nobiletin_Met Enz Met
## 3068 Rutin_Met Enz Met
## 3072 X6.Hydroxypurine_Met Enz Met
## 3073 Apigenin.7.glucoside_Met Enz Met
## 3076 Solasodine_Met Enz Met
## 3078 Trigonelline_Met Enz Met
## 3082 Corticosterone_Met Enz Met
## 3083 Hydrocortisone_Met Enz Met
## 3084 PK_Pph Enz Pph
## 3085 LHT8_Pph Enz Pph
## 3086 PR1_Pph Enz Pph
## 3088 URK_Pph Enz Pph
## 3093 SQLE_Pph Enz Pph
## 3096 VPS33A_Pph Enz Pph
## 3097 PKMTs_Pph Enz Pph
## 3102 NP24pp_Pph Enz Pph
## 3104 DSlP_Pph Enz Pph
## 3116 Tyr_Met Enz Met
## 3121 Quercetin.3.O.sophoroside_Met Enz Met
## 3122 I3C_Met Enz Met
## 3123 L.Homocysteine_Met Enz Met
## 3124 X4.Imidazoleacetate_Met Enz Met
## 3125 TBL34_Pph Enz Pph
## 3126 NOA1_Pph Enz Pph
## 3127 TP_Pph Enz Pph
## 3128 Ctr_Pph Enz Pph
## 3213 Ctr_Pph Enz Pph
## 3214 gB_Pph Enz Pph
## 3216 THT_Pph Enz Pph
## 3217 NAD.P._bRFSP_Pph Enz Pph
## 3250 Ctr_Pph Met Pph
## 3251 gB_Pph Met Pph
## 3253 THT_Pph Met Pph
## 3254 NAD.P._bRFSP_Pph Met Pph
## 3287 Ctr_Pph Met Pph
## 3288 gB_Pph Met Pph
## 3290 THT_Pph Met Pph
## 3291 NAD.P._bRFSP_Pph Met Pph
## 3324 Ctr_Pph Met Pph
## 3325 gB_Pph Met Pph
## 3327 THT_Pph Met Pph
## 3328 NAD.P._bRFSP_Pph Met Pph
## 3329 PK_Pph Met Pph
## 3342 PKMTs_Pph Met Pph
## 3345 DCL3_Pph Met Pph
## 3348 NP24pp_Pph Met Pph
## 3350 DSlP_Pph Met Pph
## 3361 Ctr_Pph Met Pph
## 3362 PP2C_CNBKDP_Pph Met Pph
## 3363 NAD.P._bRFSP_Pph Met Pph
## 3396 Ctr_Pph Met Pph
## 3397 gB_Pph Met Pph
## 3399 THT_Pph Met Pph
## 3400 NAD.P._bRFSP_Pph Met Pph
## 3433 Ctr_Pph Met Pph
## 3434 gB_Pph Met Pph
## 3436 THT_Pph Met Pph
## 3437 NAD.P._bRFSP_Pph Met Pph
## 3440 PR1_Pph Met Pph
## 3442 URK_Pph Met Pph
## 3454 DCL3_Pph Met Pph
## 3470 Ctr_Pph Met Pph
## 3471 gB_Pph Met Pph
## 3472 PP2C_CNBKDP_Pph Met Pph
## 3473 THT_Pph Met Pph
## 3506 Ctr_Pph Met Pph
## 3507 gB_Pph Met Pph
## 3509 THT_Pph Met Pph
## 3510 NAD.P._bRFSP_Pph Met Pph
## 3512 PR1_Pph Met Pph
## 3519 SQLE_Pph Met Pph
## 3523 PKMTs_Pph Met Pph
## 3524 LOX_Pph Met Pph
## 3525 GTs_Pph Met Pph
## 3526 DCL3_Pph Met Pph
## 3529 NP24pp_Pph Met Pph
## 3531 DSlP_Pph Met Pph
## 3533 RING_typeE3s_Pph Met Pph
## 3534 AOS_Pph Met Pph
## 3538 X2OGoxy_Pph Met Pph
## 3539 TBL34_Pph Met Pph
## 3540 NOA1_Pph Met Pph
## 3541 TP_Pph Met Pph
## 3542 PP2C_CNBKDP_Pph Met Pph
## 3543 NAD.P._bRFSP_Pph Met Pph
## 3544 PK_Pph Met Pph
## 3545 LHT8_Pph Met Pph
## 3548 URK_Pph Met Pph
## 3556 VPS33A_Pph Met Pph
## 3557 LOX_Pph Met Pph
## 3558 GTs_Pph Met Pph
## 3559 DCL3_Pph Met Pph
## 3564 RING_typeE3s_Pph Met Pph
## 3565 AOS_Pph Met Pph
## 3569 X2OGoxy_Pph Met Pph
## 3573 Ctr_Pph Met Pph
## 3574 PP2C_CNBKDP_Pph Met Pph
## 3575 NAD.P._bRFSP_Pph Met Pph
## 3577 LHT8_Pph Met Pph
## 3578 PR1_Pph Met Pph
## 3580 DUF3511_Pph Met Pph
## 3581 GR_RBP3_Pph Met Pph
## 3587 VPS33A_Pph Met Pph
## 3588 PKMTs_Pph Met Pph
## 3590 GTs_Pph Met Pph
## 3591 DCL3_Pph Met Pph
## 3593 zf_A20.1_Pph Met Pph
## 3594 NP24pp_Pph Met Pph
## 3596 DSlP_Pph Met Pph
## 3597 GGH_Pph Met Pph
## 3598 RING_typeE3s_Pph Met Pph
## 3599 AOS_Pph Met Pph
## 3601 STPSs_Pph Met Pph
## 3607 Ctr_Pph Met Pph
## 3608 gB_Pph Met Pph
## 3609 PP2C_CNBKDP_Pph Met Pph
## 3610 THT_Pph Met Pph
## 3615 URK_Pph Met Pph
## 3624 PKMTs_Pph Met Pph
## 3626 GTs_Pph Met Pph
## 3630 NP24pp_Pph Met Pph
## 3632 DSlP_Pph Met Pph
## 3634 RING_typeE3s_Pph Met Pph
## 3635 AOS_Pph Met Pph
## 3643 Ctr_Pph Met Pph
## 3644 gB_Pph Met Pph
## 3646 THT_Pph Met Pph
## 3647 NAD.P._bRFSP_Pph Met Pph
## 3649 LHT8_Pph Met Pph
## 3650 PR1_Pph Met Pph
## 3652 DUF3511_Pph Met Pph
## 3653 GR_RBP3_Pph Met Pph
## 3659 VPS33A_Pph Met Pph
## 3660 PKMTs_Pph Met Pph
## 3662 GTs_Pph Met Pph
## 3663 DCL3_Pph Met Pph
## 3665 zf_A20.1_Pph Met Pph
## 3666 NP24pp_Pph Met Pph
## 3668 DSlP_Pph Met Pph
## 3669 GGH_Pph Met Pph
## 3670 RING_typeE3s_Pph Met Pph
## 3671 AOS_Pph Met Pph
## 3673 STPSs_Pph Met Pph
## 3679 Ctr_Pph Met Pph
## 3680 gB_Pph Met Pph
## 3681 PP2C_CNBKDP_Pph Met Pph
## 3682 THT_Pph Met Pph
## 3683 DHDMIF.o.glu_Met Enz Met
## 3684 Eriocitrin_Met Enz Met
## 3685 Isorhamnetin.3.O.neohesperidin_Met Enz Met
## 3686 Luteolin_Met Enz Met
## 3687 Narirutin_Met Enz Met
## 3688 Plantagoside_Met Enz Met
## 3689 Quercitrin_Met Enz Met
## 3690 Spinosin_Met Enz Met
## 3691 X3.Dehidroshikimate_Met Enz Met
## 3692 Bavachin_Met Enz Met
## 3693 Guaijaverin_Met Enz Met
## 3694 Tomatine_Met Enz Met
## 3695 X2..Deoxyguanosine.5..monophosphate_Met Enz Met
## 3696 Acanthoside.B_Met Enz Met
## 3697 X5.Demethylnobiletin_Met Enz Met
## 3698 X5.methoxyflavone_Met Enz Met
## 3699 Flavone_Met Enz Met
## 3700 Liquiritigenin_Met Enz Met
## 3701 Nobiletin_Met Enz Met
## 3702 Phe_Met Enz Met
## 3703 Rutin_Met Enz Met
## 3704 Tetrahydropiperine_Met Enz Met
## 3705 Vitexicarpin_Met Enz Met
## 3706 X6.Benzylaminopurine_Met Enz Met
## 3707 X6.Hydroxypurine_Met Enz Met
## 3708 Apigenin.7.glucoside_Met Enz Met
## 3709 Arginine_Met Enz Met
## 3710 Solasodine_Met Enz Met
## 3711 Thr_Met Enz Met
## 3712 Trigonelline_Met Enz Met
## 3713 Riboflavin_Met Enz Met
## 3714 X1.Methylnicotinamide_Met Enz Met
## 3715 X2.Phenylacetamide_Met Enz Met
## 3716 Hydrocortisone_Met Enz Met
## 3717 PK_Pph Enz Pph
## 3718 LHT8_Pph Enz Pph
## 3719 CHI17_Pph Enz Pph
## 3720 TOM1_Pph Enz Pph
## 3721 Chitinase_Pph Enz Pph
## 3722 SQLE_Pph Enz Pph
## 3723 AURPU_Pph Enz Pph
## 3724 LAG1_LP_Pph Enz Pph
## 3725 VPS33A_Pph Enz Pph
## 3726 PKMTs_Pph Enz Pph
## 3727 LOX_Pph Enz Pph
## 3728 DCL3_Pph Enz Pph
## 3729 zf.B_box_Pph Enz Pph
## 3730 NP24pp_Pph Enz Pph
## 3731 X5._Pph Enz Pph
## 3732 DSlP_Pph Enz Pph
## 3733 Farrerol_Met Enz Met
## 3734 Avicularin_Met Enz Met
## 3735 Isoquercitrin_Met Enz Met
## 3736 Shikimic.acid_Met Enz Met
## 3737 Kaempferol_Met Enz Met
## 3738 Tangeretin_Met Enz Met
## 3739 IAA.L.Ala_Met Enz Met
## 3740 CaBP_EF_Pph Enz Pph
## 3741 AP5B_Pph Enz Pph
## 3742 X2OGoxy_Pph Enz Pph
## 3743 I3C_Met Enz Met
## 3744 L.Homocysteine_Met Enz Met
## 3745 X4.Imidazoleacetate_Met Enz Met
## 3746 TBL34_Pph Enz Pph
## 3747 NOA1_Pph Enz Pph
## 3748 TP_Pph Enz Pph
## 3749 gB_Pph Enz Pph
## 3750 PP2C_CNBKDP_Pph Enz Pph
## 3751 THT_Pph Enz Pph
## 3752 DHDMIF.o.glu_Met Enz Met
## 3753 Eriocitrin_Met Enz Met
## 3754 Homoplantaginin_Met Enz Met
## 3755 Isorhamnetin.3.O.neohesperidin_Met Enz Met
## 3756 Luteolin_Met Enz Met
## 3757 Narirutin_Met Enz Met
## 3758 Neohesperidin_Met Enz Met
## 3759 Plantagoside_Met Enz Met
## 3760 Quercitrin_Met Enz Met
## 3761 Spinosin_Met Enz Met
## 3762 X3.Dehidroshikimate_Met Enz Met
## 3763 X4.Coumaryl.alcohol_Met Enz Met
## 3764 Bavachin_Met Enz Met
## 3765 Guaijaverin_Met Enz Met
## 3766 Tomatine_Met Enz Met
## 3767 X2..Deoxyguanosine.5..monophosphate_Met Enz Met
## 3768 Acanthoside.B_Met Enz Met
## 3769 X5.Demethylnobiletin_Met Enz Met
## 3770 X5.methoxyflavone_Met Enz Met
## 3771 Flavone_Met Enz Met
## 3772 Liquiritigenin_Met Enz Met
## 3773 Phe_Met Enz Met
## 3774 Rutin_Met Enz Met
## 3775 Tetrahydropiperine_Met Enz Met
## 3776 Vitexicarpin_Met Enz Met
## 3777 X6.Benzylaminopurine_Met Enz Met
## 3778 X6.Hydroxypurine_Met Enz Met
## 3779 Apigenin.7.glucoside_Met Enz Met
## 3780 Arginine_Met Enz Met
## 3781 Coumarine_Met Enz Met
## 3782 Thr_Met Enz Met
## 3783 Trigonelline_Met Enz Met
## 3784 Riboflavin_Met Enz Met
## 3785 X1.Methylnicotinamide_Met Enz Met
## 3786 X2.Phenylacetamide_Met Enz Met
## 3787 Corticosterone_Met Enz Met
## 3788 LHT8_Pph Enz Pph
## 3789 PR1_Pph Enz Pph
## 3790 CHI17_Pph Enz Pph
## 3791 URK_Pph Enz Pph
## 3792 DUF3511_Pph Enz Pph
## 3793 GR_RBP3_Pph Enz Pph
## 3794 TOM1_Pph Enz Pph
## 3795 Chitinase_Pph Enz Pph
## 3796 SQLE_Pph Enz Pph
## 3797 AURPU_Pph Enz Pph
## 3798 LAG1_LP_Pph Enz Pph
## 3799 VPS33A_Pph Enz Pph
## 3800 DCL3_Pph Enz Pph
## 3801 zf.B_box_Pph Enz Pph
## 3802 zf_A20.1_Pph Enz Pph
## 3803 X5._Pph Enz Pph
## 3804 GGH_Pph Enz Pph
## 3805 Farrerol_Met Enz Met
## 3806 Avicularin_Met Enz Met
## 3807 Isoquercitrin_Met Enz Met
## 3808 Kaempferitrin_Met Enz Met
## 3809 Shikimic.acid_Met Enz Met
## 3810 Kaempferol_Met Enz Met
## 3811 IAA.L.Ala_Met Enz Met
## 3812 Tyr_Met Enz Met
## 3813 CaBP_EF_Pph Enz Pph
## 3814 STPSs_Pph Enz Pph
## 3815 AP5B_Pph Enz Pph
## 3816 Quercetin.3.O.sophoroside_Met Enz Met
## 3817 L.Homocysteine_Met Enz Met
## 3818 TBL34_Pph Enz Pph
## 3819 NOA1_Pph Enz Pph
## 3820 TP_Pph Enz Pph
## 3821 PP2C_CNBKDP_Pph Enz Pph
## 3822 NAD.P._bRFSP_Pph Enz Pph
## 3823 DHDMIF.o.glu_Met Enz Met
## 3824 Eriocitrin_Met Enz Met
## 3825 Homoplantaginin_Met Enz Met
## 3826 Isorhamnetin.3.O.neohesperidin_Met Enz Met
## 3827 Luteolin_Met Enz Met
## 3828 Narirutin_Met Enz Met
## 3829 Neohesperidin_Met Enz Met
## 3830 Plantagoside_Met Enz Met
## 3831 Quercitrin_Met Enz Met
## 3832 Spinosin_Met Enz Met
## 3833 X3.Dehidroshikimate_Met Enz Met
## 3834 X4.Coumaryl.alcohol_Met Enz Met
## 3835 Bavachin_Met Enz Met
## 3836 Guaijaverin_Met Enz Met
## 3837 Tomatine_Met Enz Met
## 3838 X2..Deoxyguanosine.5..monophosphate_Met Enz Met
## 3839 Acanthoside.B_Met Enz Met
## 3840 X5.Demethylnobiletin_Met Enz Met
## 3841 X5.methoxyflavone_Met Enz Met
## 3842 Flavone_Met Enz Met
## 3843 Liquiritigenin_Met Enz Met
## 3844 Phe_Met Enz Met
## 3845 Rutin_Met Enz Met
## 3846 Tetrahydropiperine_Met Enz Met
## 3847 Vitexicarpin_Met Enz Met
## 3848 X6.Benzylaminopurine_Met Enz Met
## 3849 X6.Hydroxypurine_Met Enz Met
## 3850 Apigenin.7.glucoside_Met Enz Met
## 3851 Arginine_Met Enz Met
## 3852 Coumarine_Met Enz Met
## 3853 Thr_Met Enz Met
## 3854 Trigonelline_Met Enz Met
## 3855 Riboflavin_Met Enz Met
## 3856 X1.Methylnicotinamide_Met Enz Met
## 3857 X2.Phenylacetamide_Met Enz Met
## 3858 Corticosterone_Met Enz Met
## 3859 LHT8_Pph Enz Pph
## 3860 PR1_Pph Enz Pph
## 3861 CHI17_Pph Enz Pph
## 3862 URK_Pph Enz Pph
## 3863 DUF3511_Pph Enz Pph
## 3864 GR_RBP3_Pph Enz Pph
## 3865 TOM1_Pph Enz Pph
## 3866 Chitinase_Pph Enz Pph
## 3867 SQLE_Pph Enz Pph
## 3868 AURPU_Pph Enz Pph
## 3869 LAG1_LP_Pph Enz Pph
## 3870 VPS33A_Pph Enz Pph
## 3871 DCL3_Pph Enz Pph
## 3872 zf.B_box_Pph Enz Pph
## 3873 zf_A20.1_Pph Enz Pph
## 3874 X5._Pph Enz Pph
## 3875 GGH_Pph Enz Pph
## 3876 Farrerol_Met Enz Met
## 3877 Avicularin_Met Enz Met
## 3878 Isoquercitrin_Met Enz Met
## 3879 Kaempferitrin_Met Enz Met
## 3880 Shikimic.acid_Met Enz Met
## 3881 Kaempferol_Met Enz Met
## 3882 IAA.L.Ala_Met Enz Met
## 3883 Tyr_Met Enz Met
## 3884 CaBP_EF_Pph Enz Pph
## 3885 STPSs_Pph Enz Pph
## 3886 AP5B_Pph Enz Pph
## 3887 Quercetin.3.O.sophoroside_Met Enz Met
## 3888 L.Homocysteine_Met Enz Met
## 3889 TBL34_Pph Enz Pph
## 3890 NOA1_Pph Enz Pph
## 3891 TP_Pph Enz Pph
## 3892 PP2C_CNBKDP_Pph Enz Pph
## 3893 NAD.P._bRFSP_Pph Enz Pph
## ID1 ID2
## 73 AGPase Tyr
## 78 AGPase Quercetin.3.O.sophoroside
## 85 AGPase Ctr
## 86 AGPase gB
## 87 AGPase PP2C_CNBKDP
## 88 AGPase THT
## 130 DH PR1
## 156 DH Kaempferitrin
## 161 DH Tyr
## 163 DH STPSs
## 166 DH I3C
## 167 DH L.Homocysteine
## 168 DH X4.Imidazoleacetate
## 169 DH TBL34
## 170 DH NOA1
## 171 DH TP
## 172 DH gB
## 173 DH PP2C_CNBKDP
## 174 DH THT
## 253 GK I3C
## 255 GK X4.Imidazoleacetate
## 259 GK Ctr
## 260 GK PP2C_CNBKDP
## 261 GK NAD.P._bRFSP
## 293 GDH.NAD. Solasodine
## 314 GDH.NAD. PKMTs
## 320 GDH.NAD. NP24pp
## 322 GDH.NAD. DSlP
## 332 GDH.NAD. Tangeretin
## 334 GDH.NAD. Tyr
## 338 GDH.NAD. X2OGoxy
## 340 GDH.NAD. I3C
## 342 GDH.NAD. X4.Imidazoleacetate
## 346 GDH.NAD. Ctr
## 347 GDH.NAD. PP2C_CNBKDP
## 348 GDH.NAD. NAD.P._bRFSP
## 380 MDHi..NADP. Solasodine
## 401 MDHi..NADP. PKMTs
## 407 MDHi..NADP. NP24pp
## 409 MDHi..NADP. DSlP
## 419 MDHi..NADP. Tangeretin
## 421 MDHi..NADP. Tyr
## 425 MDHi..NADP. X2OGoxy
## 427 MDHi..NADP. I3C
## 429 MDHi..NADP. X4.Imidazoleacetate
## 433 MDHi..NADP. Ctr
## 434 MDHi..NADP. PP2C_CNBKDP
## 435 MDHi..NADP. NAD.P._bRFSP
## 513 MDHt.NADP. Quercetin.3.O.sophoroside
## 514 MDHt.NADP. I3C
## 516 MDHt.NADP. X4.Imidazoleacetate
## 520 MDHt.NADP. gB
## 522 MDHt.NADP. THT
## 523 MDHt.NADP. NAD.P._bRFSP
## 526 Ppi Homoplantaginin
## 535 Ppi X4.Coumaryl.alcohol
## 561 Ppi Corticosterone
## 567 Ppi URK
## 591 Ppi Kaempferitrin
## 597 Ppi STPSs
## 600 Ppi Quercetin.3.O.sophoroside
## 607 Ppi Ctr
## 608 Ppi gB
## 609 Ppi PP2C_CNBKDP
## 610 Ppi THT
## 613 PGIt Homoplantaginin
## 617 PGIt Neohesperidin
## 622 PGIt X4.Coumaryl.alcohol
## 641 PGIt Coumarine
## 648 PGIt Corticosterone
## 652 PGIt PR1
## 654 PGIt URK
## 655 PGIt DUF3511
## 656 PGIt GR_RBP3
## 665 PGIt GTs
## 668 PGIt zf_A20.1
## 672 PGIt GGH
## 673 PGIt RING_typeE3s
## 674 PGIt AOS
## 675 PGIt Farrerol
## 676 PGIt Avicularin
## 677 PGIt Isoquercitrin
## 678 PGIt Shikimic.acid
## 679 PGIt Kaempferol
## 680 PGIt Tangeretin
## 681 PGIt IAA.L.Ala
## 682 PGIt CaBP_EF
## 683 PGIt AP5B
## 684 PGIt X2OGoxy
## 685 PGIt I3C
## 686 PGIt L.Homocysteine
## 687 PGIt X4.Imidazoleacetate
## 688 PGIt TBL34
## 689 PGIt NOA1
## 690 PGIt TP
## 691 PGIt gB
## 692 PGIt PP2C_CNBKDP
## 693 PGIt THT
## 771 PK Quercetin.3.O.sophoroside
## 772 PK I3C
## 774 PK X4.Imidazoleacetate
## 778 PK gB
## 780 PK THT
## 781 PK NAD.P._bRFSP
## 854 FBPase.cyt. Tyr
## 859 FBPase.cyt. Quercetin.3.O.sophoroside
## 866 FBPase.cyt. Ctr
## 867 FBPase.cyt. gB
## 868 FBPase.cyt. PP2C_CNBKDP
## 869 FBPase.cyt. THT
## 942 NAD_GAPDH Tyr
## 954 NAD_GAPDH Ctr
## 955 NAD_GAPDH gB
## 957 NAD_GAPDH THT
## 958 NAD_GAPDH NAD.P._bRFSP
## 1031 KHK Tyr
## 1043 KHK Ctr
## 1044 KHK gB
## 1046 KHK THT
## 1047 KHK NAD.P._bRFSP
## 1069 NT Nobiletin
## 1079 NT Solasodine
## 1086 NT Hydrocortisone
## 1087 NT PK
## 1100 NT PKMTs
## 1101 NT LOX
## 1102 NT GTs
## 1106 NT NP24pp
## 1108 NT DSlP
## 1110 NT RING_typeE3s
## 1111 NT AOS
## 1112 NT Farrerol
## 1113 NT Avicularin
## 1114 NT Isoquercitrin
## 1115 NT Kaempferitrin
## 1116 NT Shikimic.acid
## 1117 NT Kaempferol
## 1118 NT IAA.L.Ala
## 1119 NT Tyr
## 1120 NT CaBP_EF
## 1121 NT STPSs
## 1122 NT AP5B
## 1123 NT Quercetin.3.O.sophoroside
## 1124 NT L.Homocysteine
## 1125 NT TBL34
## 1126 NT NOA1
## 1127 NT TP
## 1128 NT PP2C_CNBKDP
## 1129 NT NAD.P._bRFSP
## 1151 max_Rubisco Nobiletin
## 1168 max_Rubisco Hydrocortisone
## 1169 max_Rubisco PK
## 1200 max_Rubisco Tangeretin
## 1206 max_Rubisco X2OGoxy
## 1207 max_Rubisco Quercetin.3.O.sophoroside
## 1208 max_Rubisco L.Homocysteine
## 1209 max_Rubisco TBL34
## 1210 max_Rubisco NOA1
## 1211 max_Rubisco TP
## 1212 max_Rubisco PP2C_CNBKDP
## 1213 max_Rubisco NAD.P._bRFSP
## 1246 DHDMIF.o.glu Ctr
## 1247 DHDMIF.o.glu gB
## 1249 DHDMIF.o.glu THT
## 1250 DHDMIF.o.glu NAD.P._bRFSP
## 1283 Eriocitrin Ctr
## 1284 Eriocitrin gB
## 1286 Eriocitrin THT
## 1287 Eriocitrin NAD.P._bRFSP
## 1288 Homoplantaginin PK
## 1316 Homoplantaginin X2OGoxy
## 1317 Homoplantaginin TBL34
## 1318 Homoplantaginin NOA1
## 1319 Homoplantaginin TP
## 1320 Homoplantaginin PP2C_CNBKDP
## 1321 Homoplantaginin NAD.P._bRFSP
## 1354 Isorhamnetin.3.O.neohesperidin Ctr
## 1355 Isorhamnetin.3.O.neohesperidin gB
## 1357 Isorhamnetin.3.O.neohesperidin THT
## 1358 Isorhamnetin.3.O.neohesperidin NAD.P._bRFSP
## 1391 Luteolin Ctr
## 1392 Luteolin gB
## 1394 Luteolin THT
## 1395 Luteolin NAD.P._bRFSP
## 1428 Narirutin Ctr
## 1429 Narirutin gB
## 1431 Narirutin THT
## 1432 Narirutin NAD.P._bRFSP
## 1465 Neohesperidin Ctr
## 1466 Neohesperidin PP2C_CNBKDP
## 1467 Neohesperidin NAD.P._bRFSP
## 1500 Plantagoside Ctr
## 1501 Plantagoside gB
## 1503 Plantagoside THT
## 1504 Plantagoside NAD.P._bRFSP
## 1537 Quercitrin gB
## 1539 Quercitrin THT
## 1540 Quercitrin NAD.P._bRFSP
## 1573 Spinosin Ctr
## 1574 Spinosin gB
## 1576 Spinosin THT
## 1577 Spinosin NAD.P._bRFSP
## 1610 X3.Dehidroshikimate Ctr
## 1611 X3.Dehidroshikimate gB
## 1613 X3.Dehidroshikimate THT
## 1614 X3.Dehidroshikimate NAD.P._bRFSP
## 1615 X4.Coumaryl.alcohol PK
## 1643 X4.Coumaryl.alcohol X2OGoxy
## 1644 X4.Coumaryl.alcohol TBL34
## 1645 X4.Coumaryl.alcohol NOA1
## 1646 X4.Coumaryl.alcohol TP
## 1647 X4.Coumaryl.alcohol PP2C_CNBKDP
## 1648 X4.Coumaryl.alcohol NAD.P._bRFSP
## 1681 Bavachin Ctr
## 1682 Bavachin gB
## 1684 Bavachin THT
## 1685 Bavachin NAD.P._bRFSP
## 1718 Guaijaverin Ctr
## 1719 Guaijaverin gB
## 1721 Guaijaverin THT
## 1722 Guaijaverin NAD.P._bRFSP
## 1755 Tomatine Ctr
## 1756 Tomatine gB
## 1758 Tomatine THT
## 1759 Tomatine NAD.P._bRFSP
## 1792 X2..Deoxyguanosine.5..monophosphate Ctr
## 1793 X2..Deoxyguanosine.5..monophosphate gB
## 1795 X2..Deoxyguanosine.5..monophosphate THT
## 1796 X2..Deoxyguanosine.5..monophosphate NAD.P._bRFSP
## 1829 Acanthoside.B Ctr
## 1830 Acanthoside.B gB
## 1832 Acanthoside.B THT
## 1833 Acanthoside.B NAD.P._bRFSP
## 1866 X5.Demethylnobiletin Ctr
## 1867 X5.Demethylnobiletin gB
## 1869 X5.Demethylnobiletin THT
## 1870 X5.Demethylnobiletin NAD.P._bRFSP
## 1903 X5.methoxyflavone Ctr
## 1904 X5.methoxyflavone gB
## 1906 X5.methoxyflavone THT
## 1907 X5.methoxyflavone NAD.P._bRFSP
## 1940 Flavone Ctr
## 1941 Flavone gB
## 1943 Flavone THT
## 1944 Flavone NAD.P._bRFSP
## 1977 Liquiritigenin Ctr
## 1978 Liquiritigenin gB
## 1980 Liquiritigenin THT
## 1981 Liquiritigenin NAD.P._bRFSP
## 1986 Nobiletin URK
## 2008 Nobiletin STPSs
## 2014 Nobiletin Ctr
## 2015 Nobiletin gB
## 2016 Nobiletin PP2C_CNBKDP
## 2017 Nobiletin THT
## 2050 Phe Ctr
## 2051 Phe gB
## 2053 Phe THT
## 2054 Phe NAD.P._bRFSP
## 2087 Rutin gB
## 2089 Rutin THT
## 2090 Rutin NAD.P._bRFSP
## 2123 Tetrahydropiperine Ctr
## 2124 Tetrahydropiperine gB
## 2126 Tetrahydropiperine THT
## 2127 Tetrahydropiperine NAD.P._bRFSP
## 2160 Vitexicarpin Ctr
## 2161 Vitexicarpin gB
## 2163 Vitexicarpin THT
## 2164 Vitexicarpin NAD.P._bRFSP
## 2197 X6.Benzylaminopurine Ctr
## 2198 X6.Benzylaminopurine gB
## 2200 X6.Benzylaminopurine THT
## 2201 X6.Benzylaminopurine NAD.P._bRFSP
## 2234 X6.Hydroxypurine gB
## 2236 X6.Hydroxypurine THT
## 2237 X6.Hydroxypurine NAD.P._bRFSP
## 2270 Apigenin.7.glucoside gB
## 2272 Apigenin.7.glucoside THT
## 2273 Apigenin.7.glucoside NAD.P._bRFSP
## 2306 Arginine Ctr
## 2307 Arginine gB
## 2309 Arginine THT
## 2310 Arginine NAD.P._bRFSP
## 2343 Coumarine Ctr
## 2344 Coumarine PP2C_CNBKDP
## 2345 Coumarine NAD.P._bRFSP
## 2348 Solasodine PR1
## 2372 Solasodine STPSs
## 2375 Solasodine TBL34
## 2376 Solasodine NOA1
## 2377 Solasodine TP
## 2378 Solasodine gB
## 2379 Solasodine PP2C_CNBKDP
## 2380 Solasodine THT
## 2413 Thr Ctr
## 2414 Thr gB
## 2416 Thr THT
## 2417 Thr NAD.P._bRFSP
## 2450 Trigonelline gB
## 2452 Trigonelline THT
## 2453 Trigonelline NAD.P._bRFSP
## 2486 Riboflavin Ctr
## 2487 Riboflavin gB
## 2489 Riboflavin THT
## 2490 Riboflavin NAD.P._bRFSP
## 2523 X1.Methylnicotinamide Ctr
## 2524 X1.Methylnicotinamide gB
## 2526 X1.Methylnicotinamide THT
## 2527 X1.Methylnicotinamide NAD.P._bRFSP
## 2560 X2.Phenylacetamide Ctr
## 2561 X2.Phenylacetamide gB
## 2563 X2.Phenylacetamide THT
## 2564 X2.Phenylacetamide NAD.P._bRFSP
## 2565 Corticosterone PK
## 2593 Corticosterone X2OGoxy
## 2594 Corticosterone TBL34
## 2595 Corticosterone NOA1
## 2596 Corticosterone TP
## 2597 Corticosterone PP2C_CNBKDP
## 2598 Corticosterone NAD.P._bRFSP
## 2603 Hydrocortisone URK
## 2625 Hydrocortisone STPSs
## 2631 Hydrocortisone Ctr
## 2632 Hydrocortisone gB
## 2633 Hydrocortisone PP2C_CNBKDP
## 2634 Hydrocortisone THT
## 2719 ALT Ctr
## 2720 ALT gB
## 2722 ALT THT
## 2723 ALT NAD.P._bRFSP
## 2724 AST DHDMIF.o.glu
## 2725 AST Eriocitrin
## 2726 AST Homoplantaginin
## 2727 AST Isorhamnetin.3.O.neohesperidin
## 2728 AST Luteolin
## 2729 AST Neohesperidin
## 2730 AST Plantagoside
## 2731 AST Quercitrin
## 2732 AST Spinosin
## 2733 AST X3.Dehidroshikimate
## 2734 AST X4.Coumaryl.alcohol
## 2735 AST Guaijaverin
## 2736 AST X2..Deoxyguanosine.5..monophosphate
## 2737 AST Acanthoside.B
## 2738 AST X5.Demethylnobiletin
## 2739 AST X5.methoxyflavone
## 2740 AST Flavone
## 2741 AST Liquiritigenin
## 2742 AST Phe
## 2743 AST Rutin
## 2744 AST Tetrahydropiperine
## 2745 AST Vitexicarpin
## 2746 AST X6.Benzylaminopurine
## 2747 AST X6.Hydroxypurine
## 2748 AST Apigenin.7.glucoside
## 2749 AST Arginine
## 2750 AST Coumarine
## 2751 AST Solasodine
## 2752 AST Thr
## 2753 AST Trigonelline
## 2754 AST Riboflavin
## 2755 AST X1.Methylnicotinamide
## 2756 AST X2.Phenylacetamide
## 2757 AST Corticosterone
## 2758 AST LHT8
## 2759 AST CHI17
## 2760 AST URK
## 2761 AST DUF3511
## 2762 AST GR_RBP3
## 2763 AST TOM1
## 2764 AST Chitinase
## 2765 AST AURPU
## 2766 AST LAG1_LP
## 2767 AST VPS33A
## 2768 AST PKMTs
## 2769 AST LOX
## 2770 AST GTs
## 2771 AST zf.B_box
## 2772 AST zf_A20.1
## 2773 AST NP24pp
## 2774 AST X5.
## 2775 AST DSlP
## 2776 AST GGH
## 2777 AST RING_typeE3s
## 2778 AST AOS
## 2779 AST Farrerol
## 2780 AST Avicularin
## 2781 AST Isoquercitrin
## 2782 AST Kaempferitrin
## 2783 AST Shikimic.acid
## 2784 AST Kaempferol
## 2785 AST Tangeretin
## 2786 AST IAA.L.Ala
## 2787 AST Tyr
## 2788 AST CaBP_EF
## 2789 AST STPSs
## 2790 AST AP5B
## 2791 AST X2OGoxy
## 2794 CS Homoplantaginin
## 2803 CS X4.Coumaryl.alcohol
## 2829 CS Corticosterone
## 2833 CS PR1
## 2835 CS URK
## 2847 CS DCL3
## 2864 CS Tyr
## 2869 CS Quercetin.3.O.sophoroside
## 2876 CS Ctr
## 2877 CS gB
## 2878 CS PP2C_CNBKDP
## 2879 CS THT
## 2882 MDH.NAD. Homoplantaginin
## 2885 MDH.NAD. Narirutin
## 2888 MDH.NAD. Quercitrin
## 2891 MDH.NAD. X4.Coumaryl.alcohol
## 2892 MDH.NAD. Bavachin
## 2894 MDH.NAD. Tomatine
## 2901 MDH.NAD. Nobiletin
## 2903 MDH.NAD. Rutin
## 2907 MDH.NAD. X6.Hydroxypurine
## 2908 MDH.NAD. Apigenin.7.glucoside
## 2911 MDH.NAD. Solasodine
## 2913 MDH.NAD. Trigonelline
## 2917 MDH.NAD. Corticosterone
## 2918 MDH.NAD. Hydrocortisone
## 2919 MDH.NAD. PK
## 2920 MDH.NAD. LHT8
## 2921 MDH.NAD. PR1
## 2923 MDH.NAD. URK
## 2928 MDH.NAD. SQLE
## 2931 MDH.NAD. VPS33A
## 2932 MDH.NAD. PKMTs
## 2937 MDH.NAD. NP24pp
## 2939 MDH.NAD. DSlP
## 2951 MDH.NAD. Tyr
## 2956 MDH.NAD. Quercetin.3.O.sophoroside
## 2957 MDH.NAD. I3C
## 2958 MDH.NAD. L.Homocysteine
## 2959 MDH.NAD. X4.Imidazoleacetate
## 2960 MDH.NAD. TBL34
## 2961 MDH.NAD. NOA1
## 2962 MDH.NAD. TP
## 2963 MDH.NAD. Ctr
## 2969 PEPC Narirutin
## 2976 PEPC Bavachin
## 2978 PEPC Tomatine
## 2994 PEPC Solasodine
## 3002 PEPC PR1
## 3009 PEPC SQLE
## 3013 PEPC PKMTs
## 3014 PEPC LOX
## 3015 PEPC GTs
## 3016 PEPC DCL3
## 3019 PEPC NP24pp
## 3021 PEPC DSlP
## 3023 PEPC RING_typeE3s
## 3024 PEPC AOS
## 3031 PEPC Tangeretin
## 3037 PEPC X2OGoxy
## 3038 PEPC Quercetin.3.O.sophoroside
## 3039 PEPC L.Homocysteine
## 3040 PEPC TBL34
## 3041 PEPC NOA1
## 3042 PEPC TP
## 3043 PEPC PP2C_CNBKDP
## 3044 PEPC NAD.P._bRFSP
## 3047 FBPA Homoplantaginin
## 3050 FBPA Narirutin
## 3053 FBPA Quercitrin
## 3056 FBPA X4.Coumaryl.alcohol
## 3057 FBPA Bavachin
## 3059 FBPA Tomatine
## 3066 FBPA Nobiletin
## 3068 FBPA Rutin
## 3072 FBPA X6.Hydroxypurine
## 3073 FBPA Apigenin.7.glucoside
## 3076 FBPA Solasodine
## 3078 FBPA Trigonelline
## 3082 FBPA Corticosterone
## 3083 FBPA Hydrocortisone
## 3084 FBPA PK
## 3085 FBPA LHT8
## 3086 FBPA PR1
## 3088 FBPA URK
## 3093 FBPA SQLE
## 3096 FBPA VPS33A
## 3097 FBPA PKMTs
## 3102 FBPA NP24pp
## 3104 FBPA DSlP
## 3116 FBPA Tyr
## 3121 FBPA Quercetin.3.O.sophoroside
## 3122 FBPA I3C
## 3123 FBPA L.Homocysteine
## 3124 FBPA X4.Imidazoleacetate
## 3125 FBPA TBL34
## 3126 FBPA NOA1
## 3127 FBPA TP
## 3128 FBPA Ctr
## 3213 PGM Ctr
## 3214 PGM gB
## 3216 PGM THT
## 3217 PGM NAD.P._bRFSP
## 3250 Farrerol Ctr
## 3251 Farrerol gB
## 3253 Farrerol THT
## 3254 Farrerol NAD.P._bRFSP
## 3287 Avicularin Ctr
## 3288 Avicularin gB
## 3290 Avicularin THT
## 3291 Avicularin NAD.P._bRFSP
## 3324 Isoquercitrin Ctr
## 3325 Isoquercitrin gB
## 3327 Isoquercitrin THT
## 3328 Isoquercitrin NAD.P._bRFSP
## 3329 Kaempferitrin PK
## 3342 Kaempferitrin PKMTs
## 3345 Kaempferitrin DCL3
## 3348 Kaempferitrin NP24pp
## 3350 Kaempferitrin DSlP
## 3361 Kaempferitrin Ctr
## 3362 Kaempferitrin PP2C_CNBKDP
## 3363 Kaempferitrin NAD.P._bRFSP
## 3396 Shikimic.acid Ctr
## 3397 Shikimic.acid gB
## 3399 Shikimic.acid THT
## 3400 Shikimic.acid NAD.P._bRFSP
## 3433 Kaempferol Ctr
## 3434 Kaempferol gB
## 3436 Kaempferol THT
## 3437 Kaempferol NAD.P._bRFSP
## 3440 Tangeretin PR1
## 3442 Tangeretin URK
## 3454 Tangeretin DCL3
## 3470 Tangeretin Ctr
## 3471 Tangeretin gB
## 3472 Tangeretin PP2C_CNBKDP
## 3473 Tangeretin THT
## 3506 IAA.L.Ala Ctr
## 3507 IAA.L.Ala gB
## 3509 IAA.L.Ala THT
## 3510 IAA.L.Ala NAD.P._bRFSP
## 3512 Tyr PR1
## 3519 Tyr SQLE
## 3523 Tyr PKMTs
## 3524 Tyr LOX
## 3525 Tyr GTs
## 3526 Tyr DCL3
## 3529 Tyr NP24pp
## 3531 Tyr DSlP
## 3533 Tyr RING_typeE3s
## 3534 Tyr AOS
## 3538 Tyr X2OGoxy
## 3539 Tyr TBL34
## 3540 Tyr NOA1
## 3541 Tyr TP
## 3542 Tyr PP2C_CNBKDP
## 3543 Tyr NAD.P._bRFSP
## 3544 Quercetin.3.O.sophoroside PK
## 3545 Quercetin.3.O.sophoroside LHT8
## 3548 Quercetin.3.O.sophoroside URK
## 3556 Quercetin.3.O.sophoroside VPS33A
## 3557 Quercetin.3.O.sophoroside LOX
## 3558 Quercetin.3.O.sophoroside GTs
## 3559 Quercetin.3.O.sophoroside DCL3
## 3564 Quercetin.3.O.sophoroside RING_typeE3s
## 3565 Quercetin.3.O.sophoroside AOS
## 3569 Quercetin.3.O.sophoroside X2OGoxy
## 3573 Quercetin.3.O.sophoroside Ctr
## 3574 Quercetin.3.O.sophoroside PP2C_CNBKDP
## 3575 Quercetin.3.O.sophoroside NAD.P._bRFSP
## 3577 I3C LHT8
## 3578 I3C PR1
## 3580 I3C DUF3511
## 3581 I3C GR_RBP3
## 3587 I3C VPS33A
## 3588 I3C PKMTs
## 3590 I3C GTs
## 3591 I3C DCL3
## 3593 I3C zf_A20.1
## 3594 I3C NP24pp
## 3596 I3C DSlP
## 3597 I3C GGH
## 3598 I3C RING_typeE3s
## 3599 I3C AOS
## 3601 I3C STPSs
## 3607 I3C Ctr
## 3608 I3C gB
## 3609 I3C PP2C_CNBKDP
## 3610 I3C THT
## 3615 L.Homocysteine URK
## 3624 L.Homocysteine PKMTs
## 3626 L.Homocysteine GTs
## 3630 L.Homocysteine NP24pp
## 3632 L.Homocysteine DSlP
## 3634 L.Homocysteine RING_typeE3s
## 3635 L.Homocysteine AOS
## 3643 L.Homocysteine Ctr
## 3644 L.Homocysteine gB
## 3646 L.Homocysteine THT
## 3647 L.Homocysteine NAD.P._bRFSP
## 3649 X4.Imidazoleacetate LHT8
## 3650 X4.Imidazoleacetate PR1
## 3652 X4.Imidazoleacetate DUF3511
## 3653 X4.Imidazoleacetate GR_RBP3
## 3659 X4.Imidazoleacetate VPS33A
## 3660 X4.Imidazoleacetate PKMTs
## 3662 X4.Imidazoleacetate GTs
## 3663 X4.Imidazoleacetate DCL3
## 3665 X4.Imidazoleacetate zf_A20.1
## 3666 X4.Imidazoleacetate NP24pp
## 3668 X4.Imidazoleacetate DSlP
## 3669 X4.Imidazoleacetate GGH
## 3670 X4.Imidazoleacetate RING_typeE3s
## 3671 X4.Imidazoleacetate AOS
## 3673 X4.Imidazoleacetate STPSs
## 3679 X4.Imidazoleacetate Ctr
## 3680 X4.Imidazoleacetate gB
## 3681 X4.Imidazoleacetate PP2C_CNBKDP
## 3682 X4.Imidazoleacetate THT
## 3683 PGKd DHDMIF.o.glu
## 3684 PGKd Eriocitrin
## 3685 PGKd Isorhamnetin.3.O.neohesperidin
## 3686 PGKd Luteolin
## 3687 PGKd Narirutin
## 3688 PGKd Plantagoside
## 3689 PGKd Quercitrin
## 3690 PGKd Spinosin
## 3691 PGKd X3.Dehidroshikimate
## 3692 PGKd Bavachin
## 3693 PGKd Guaijaverin
## 3694 PGKd Tomatine
## 3695 PGKd X2..Deoxyguanosine.5..monophosphate
## 3696 PGKd Acanthoside.B
## 3697 PGKd X5.Demethylnobiletin
## 3698 PGKd X5.methoxyflavone
## 3699 PGKd Flavone
## 3700 PGKd Liquiritigenin
## 3701 PGKd Nobiletin
## 3702 PGKd Phe
## 3703 PGKd Rutin
## 3704 PGKd Tetrahydropiperine
## 3705 PGKd Vitexicarpin
## 3706 PGKd X6.Benzylaminopurine
## 3707 PGKd X6.Hydroxypurine
## 3708 PGKd Apigenin.7.glucoside
## 3709 PGKd Arginine
## 3710 PGKd Solasodine
## 3711 PGKd Thr
## 3712 PGKd Trigonelline
## 3713 PGKd Riboflavin
## 3714 PGKd X1.Methylnicotinamide
## 3715 PGKd X2.Phenylacetamide
## 3716 PGKd Hydrocortisone
## 3717 PGKd PK
## 3718 PGKd LHT8
## 3719 PGKd CHI17
## 3720 PGKd TOM1
## 3721 PGKd Chitinase
## 3722 PGKd SQLE
## 3723 PGKd AURPU
## 3724 PGKd LAG1_LP
## 3725 PGKd VPS33A
## 3726 PGKd PKMTs
## 3727 PGKd LOX
## 3728 PGKd DCL3
## 3729 PGKd zf.B_box
## 3730 PGKd NP24pp
## 3731 PGKd X5.
## 3732 PGKd DSlP
## 3733 PGKd Farrerol
## 3734 PGKd Avicularin
## 3735 PGKd Isoquercitrin
## 3736 PGKd Shikimic.acid
## 3737 PGKd Kaempferol
## 3738 PGKd Tangeretin
## 3739 PGKd IAA.L.Ala
## 3740 PGKd CaBP_EF
## 3741 PGKd AP5B
## 3742 PGKd X2OGoxy
## 3743 PGKd I3C
## 3744 PGKd L.Homocysteine
## 3745 PGKd X4.Imidazoleacetate
## 3746 PGKd TBL34
## 3747 PGKd NOA1
## 3748 PGKd TP
## 3749 PGKd gB
## 3750 PGKd PP2C_CNBKDP
## 3751 PGKd THT
## 3752 NADP_GAPDH DHDMIF.o.glu
## 3753 NADP_GAPDH Eriocitrin
## 3754 NADP_GAPDH Homoplantaginin
## 3755 NADP_GAPDH Isorhamnetin.3.O.neohesperidin
## 3756 NADP_GAPDH Luteolin
## 3757 NADP_GAPDH Narirutin
## 3758 NADP_GAPDH Neohesperidin
## 3759 NADP_GAPDH Plantagoside
## 3760 NADP_GAPDH Quercitrin
## 3761 NADP_GAPDH Spinosin
## 3762 NADP_GAPDH X3.Dehidroshikimate
## 3763 NADP_GAPDH X4.Coumaryl.alcohol
## 3764 NADP_GAPDH Bavachin
## 3765 NADP_GAPDH Guaijaverin
## 3766 NADP_GAPDH Tomatine
## 3767 NADP_GAPDH X2..Deoxyguanosine.5..monophosphate
## 3768 NADP_GAPDH Acanthoside.B
## 3769 NADP_GAPDH X5.Demethylnobiletin
## 3770 NADP_GAPDH X5.methoxyflavone
## 3771 NADP_GAPDH Flavone
## 3772 NADP_GAPDH Liquiritigenin
## 3773 NADP_GAPDH Phe
## 3774 NADP_GAPDH Rutin
## 3775 NADP_GAPDH Tetrahydropiperine
## 3776 NADP_GAPDH Vitexicarpin
## 3777 NADP_GAPDH X6.Benzylaminopurine
## 3778 NADP_GAPDH X6.Hydroxypurine
## 3779 NADP_GAPDH Apigenin.7.glucoside
## 3780 NADP_GAPDH Arginine
## 3781 NADP_GAPDH Coumarine
## 3782 NADP_GAPDH Thr
## 3783 NADP_GAPDH Trigonelline
## 3784 NADP_GAPDH Riboflavin
## 3785 NADP_GAPDH X1.Methylnicotinamide
## 3786 NADP_GAPDH X2.Phenylacetamide
## 3787 NADP_GAPDH Corticosterone
## 3788 NADP_GAPDH LHT8
## 3789 NADP_GAPDH PR1
## 3790 NADP_GAPDH CHI17
## 3791 NADP_GAPDH URK
## 3792 NADP_GAPDH DUF3511
## 3793 NADP_GAPDH GR_RBP3
## 3794 NADP_GAPDH TOM1
## 3795 NADP_GAPDH Chitinase
## 3796 NADP_GAPDH SQLE
## 3797 NADP_GAPDH AURPU
## 3798 NADP_GAPDH LAG1_LP
## 3799 NADP_GAPDH VPS33A
## 3800 NADP_GAPDH DCL3
## 3801 NADP_GAPDH zf.B_box
## 3802 NADP_GAPDH zf_A20.1
## 3803 NADP_GAPDH X5.
## 3804 NADP_GAPDH GGH
## 3805 NADP_GAPDH Farrerol
## 3806 NADP_GAPDH Avicularin
## 3807 NADP_GAPDH Isoquercitrin
## 3808 NADP_GAPDH Kaempferitrin
## 3809 NADP_GAPDH Shikimic.acid
## 3810 NADP_GAPDH Kaempferol
## 3811 NADP_GAPDH IAA.L.Ala
## 3812 NADP_GAPDH Tyr
## 3813 NADP_GAPDH CaBP_EF
## 3814 NADP_GAPDH STPSs
## 3815 NADP_GAPDH AP5B
## 3816 NADP_GAPDH Quercetin.3.O.sophoroside
## 3817 NADP_GAPDH L.Homocysteine
## 3818 NADP_GAPDH TBL34
## 3819 NADP_GAPDH NOA1
## 3820 NADP_GAPDH TP
## 3821 NADP_GAPDH PP2C_CNBKDP
## 3822 NADP_GAPDH NAD.P._bRFSP
## 3823 NADP.IDH DHDMIF.o.glu
## 3824 NADP.IDH Eriocitrin
## 3825 NADP.IDH Homoplantaginin
## 3826 NADP.IDH Isorhamnetin.3.O.neohesperidin
## 3827 NADP.IDH Luteolin
## 3828 NADP.IDH Narirutin
## 3829 NADP.IDH Neohesperidin
## 3830 NADP.IDH Plantagoside
## 3831 NADP.IDH Quercitrin
## 3832 NADP.IDH Spinosin
## 3833 NADP.IDH X3.Dehidroshikimate
## 3834 NADP.IDH X4.Coumaryl.alcohol
## 3835 NADP.IDH Bavachin
## 3836 NADP.IDH Guaijaverin
## 3837 NADP.IDH Tomatine
## 3838 NADP.IDH X2..Deoxyguanosine.5..monophosphate
## 3839 NADP.IDH Acanthoside.B
## 3840 NADP.IDH X5.Demethylnobiletin
## 3841 NADP.IDH X5.methoxyflavone
## 3842 NADP.IDH Flavone
## 3843 NADP.IDH Liquiritigenin
## 3844 NADP.IDH Phe
## 3845 NADP.IDH Rutin
## 3846 NADP.IDH Tetrahydropiperine
## 3847 NADP.IDH Vitexicarpin
## 3848 NADP.IDH X6.Benzylaminopurine
## 3849 NADP.IDH X6.Hydroxypurine
## 3850 NADP.IDH Apigenin.7.glucoside
## 3851 NADP.IDH Arginine
## 3852 NADP.IDH Coumarine
## 3853 NADP.IDH Thr
## 3854 NADP.IDH Trigonelline
## 3855 NADP.IDH Riboflavin
## 3856 NADP.IDH X1.Methylnicotinamide
## 3857 NADP.IDH X2.Phenylacetamide
## 3858 NADP.IDH Corticosterone
## 3859 NADP.IDH LHT8
## 3860 NADP.IDH PR1
## 3861 NADP.IDH CHI17
## 3862 NADP.IDH URK
## 3863 NADP.IDH DUF3511
## 3864 NADP.IDH GR_RBP3
## 3865 NADP.IDH TOM1
## 3866 NADP.IDH Chitinase
## 3867 NADP.IDH SQLE
## 3868 NADP.IDH AURPU
## 3869 NADP.IDH LAG1_LP
## 3870 NADP.IDH VPS33A
## 3871 NADP.IDH DCL3
## 3872 NADP.IDH zf.B_box
## 3873 NADP.IDH zf_A20.1
## 3874 NADP.IDH X5.
## 3875 NADP.IDH GGH
## 3876 NADP.IDH Farrerol
## 3877 NADP.IDH Avicularin
## 3878 NADP.IDH Isoquercitrin
## 3879 NADP.IDH Kaempferitrin
## 3880 NADP.IDH Shikimic.acid
## 3881 NADP.IDH Kaempferol
## 3882 NADP.IDH IAA.L.Ala
## 3883 NADP.IDH Tyr
## 3884 NADP.IDH CaBP_EF
## 3885 NADP.IDH STPSs
## 3886 NADP.IDH AP5B
## 3887 NADP.IDH Quercetin.3.O.sophoroside
## 3888 NADP.IDH L.Homocysteine
## 3889 NADP.IDH TBL34
## 3890 NADP.IDH NOA1
## 3891 NADP.IDH TP
## 3892 NADP.IDH PP2C_CNBKDP
## 3893 NADP.IDH NAD.P._bRFSP
## CC_all CC_AM CC_NM CC_inf CC_uninf
## 73 NA -0.534419106 NA NA NA
## 78 NA NA 0.427141643 NA NA
## 85 NA NA 0.074786105 NA NA
## 86 NA NA NA 0.22478604 NA
## 87 NA NA NA -0.41169627 NA
## 88 NA NA NA -0.40101018 NA
## 130 0.17996939 NA NA NA NA
## 156 NA 0.471701020 NA NA NA
## 161 NA -0.345351500 NA NA NA
## 163 NA -0.834998603 NA NA NA
## 166 NA NA NA 0.39402917 NA
## 167 NA NA NA -0.48468638 NA
## 168 NA NA NA -0.18388944 NA
## 169 NA NA NA 0.03871946 NA
## 170 NA NA NA 0.61321165 NA
## 171 NA NA NA 0.72300236 NA
## 172 NA NA NA 0.48990798 NA
## 173 NA NA NA 0.28509433 NA
## 174 NA NA NA -0.45708606 NA
## 253 NA NA -0.029623252 NA NA
## 255 NA NA -0.571411686 NA NA
## 259 NA NA 0.066431420 NA NA
## 260 NA NA NA NA -0.3200896939
## 261 NA NA NA NA 0.7076442250
## 293 0.32937993 NA NA NA NA
## 314 0.15090425 NA NA NA NA
## 320 -0.39113498 NA NA NA NA
## 322 0.12484139 NA NA NA NA
## 332 NA NA -0.357683432 NA NA
## 334 NA NA NA NA 0.4175030928
## 338 NA NA 0.375915263 NA NA
## 340 NA NA -0.355108197 NA NA
## 342 NA NA -0.329933505 NA NA
## 346 NA NA -0.047117538 NA NA
## 347 NA NA NA NA 0.4931439758
## 348 NA NA NA NA 0.1197327666
## 380 0.73789648 NA NA NA NA
## 401 -0.57126751 NA NA NA NA
## 407 0.43847098 NA NA NA NA
## 409 -0.63279044 NA NA NA NA
## 419 NA NA -0.300327983 NA NA
## 421 NA NA NA NA -0.3319904460
## 425 NA NA 0.566204011 NA NA
## 427 NA NA 0.038234212 NA NA
## 429 NA NA -0.328483550 NA NA
## 433 NA NA -0.018362708 NA NA
## 434 NA NA NA NA -0.1940325793
## 435 NA NA NA NA 0.4633799531
## 513 NA NA NA NA -0.3135084566
## 514 NA NA NA 0.87308260 NA
## 516 NA NA NA -0.51797648 NA
## 520 NA NA NA 0.38291825 NA
## 522 NA NA NA -0.59503472 NA
## 523 NA NA NA NA -0.2794728628
## 526 -0.70207896 NA NA NA NA
## 535 -0.37459839 NA NA NA NA
## 561 0.19120531 NA NA NA NA
## 567 -0.49321333 NA NA NA NA
## 591 NA NA 0.099978179 NA NA
## 597 NA NA -0.250371651 NA NA
## 600 NA NA 0.013841601 NA NA
## 607 NA NA -0.561227183 NA NA
## 608 NA NA NA 0.24237642 NA
## 609 NA NA NA -0.54106957 NA
## 610 NA NA NA -0.48028108 NA
## 613 -0.52615630 NA NA NA NA
## 617 0.12612972 NA NA NA NA
## 622 -0.27855602 NA NA NA NA
## 641 -0.26147850 NA NA NA NA
## 648 0.05643629 NA NA NA NA
## 652 0.20739430 NA NA NA NA
## 654 -0.41372916 NA NA NA NA
## 655 -0.40266126 NA NA NA NA
## 656 -0.04067980 NA NA NA NA
## 665 -0.45394642 NA NA NA NA
## 668 -0.47126439 NA NA NA NA
## 672 -0.09874550 NA NA NA NA
## 673 -0.38380024 NA NA NA NA
## 674 -0.41045101 NA NA NA NA
## 675 NA NA NA 0.74007216 NA
## 676 NA NA NA 0.44650667 NA
## 677 NA NA NA 0.55978165 NA
## 678 NA NA NA 0.09629863 NA
## 679 NA NA NA 0.18009759 NA
## 680 NA NA NA -0.62734971 NA
## 681 NA NA NA 0.53561621 NA
## 682 NA NA NA -0.09350329 NA
## 683 NA NA NA 0.37849388 NA
## 684 NA NA NA -0.73866373 NA
## 685 NA NA NA 0.86171812 NA
## 686 NA NA NA -0.69167511 NA
## 687 NA NA NA -0.56871146 NA
## 688 NA NA NA 0.44061715 NA
## 689 NA NA NA -0.10135658 NA
## 690 NA NA NA 0.19586025 NA
## 691 NA NA NA 0.39386047 NA
## 692 NA NA NA -0.44664664 NA
## 693 NA NA NA -0.61770226 NA
## 771 NA NA NA NA 0.0294159815
## 772 NA NA NA -0.29905527 NA
## 774 NA NA NA 0.49876222 NA
## 778 NA NA NA 0.01532235 NA
## 780 NA NA NA 0.22087058 NA
## 781 NA NA NA NA -0.1812065291
## 854 NA -0.473137079 NA NA NA
## 859 NA NA 0.503746543 NA NA
## 866 NA NA -0.303350717 NA NA
## 867 NA NA NA 0.23874450 NA
## 868 NA NA NA -0.22362634 NA
## 869 NA NA NA -0.35849773 NA
## 942 NA NA NA NA 0.2338264188
## 954 NA NA -0.114906222 NA NA
## 955 NA NA NA 0.45534891 NA
## 957 NA NA NA -0.25783638 NA
## 958 NA NA NA NA 0.0984678137
## 1031 NA NA NA NA 0.3218266053
## 1043 NA NA -0.142335763 NA NA
## 1044 NA NA NA -0.18467586 NA
## 1046 NA NA NA -0.02917089 NA
## 1047 NA NA NA NA -0.7624815269
## 1069 -0.39063856 NA NA NA NA
## 1079 -0.11351640 NA NA NA NA
## 1086 -0.13839169 NA NA NA NA
## 1087 0.23900630 NA NA NA NA
## 1100 -0.11501612 NA NA NA NA
## 1101 -0.10622923 NA NA NA NA
## 1102 -0.14204129 NA NA NA NA
## 1106 -0.19673131 NA NA NA NA
## 1108 -0.02435904 NA NA NA NA
## 1110 -0.01084530 NA NA NA NA
## 1111 -0.22766043 NA NA NA NA
## 1112 NA NA NA NA 0.2935813489
## 1113 NA NA NA NA -0.3224091963
## 1114 NA NA NA NA 0.3638569485
## 1115 NA NA NA NA -0.0640911659
## 1116 NA NA NA NA 0.2426418572
## 1117 NA NA NA NA -0.2244441184
## 1118 NA NA NA NA 0.3789420316
## 1119 NA NA NA NA -0.1909733825
## 1120 NA NA NA NA 0.3737570397
## 1121 NA NA NA NA -0.2208722714
## 1122 NA NA NA NA 0.4811190697
## 1123 NA NA NA NA -0.4985028570
## 1124 NA NA NA NA 0.4899067508
## 1125 NA NA NA NA 0.2822030892
## 1126 NA NA NA NA 0.2459016141
## 1127 NA NA NA NA -0.1987207254
## 1128 NA NA NA NA -0.0468624947
## 1129 NA NA NA NA -0.2568791596
## 1151 -0.32327142 NA NA NA NA
## 1168 -0.10129774 NA NA NA NA
## 1169 0.15678153 NA NA NA NA
## 1200 NA 0.563294509 NA NA NA
## 1206 NA 0.289153413 NA NA NA
## 1207 NA NA NA NA -0.8765218123
## 1208 NA NA NA NA 0.7004117640
## 1209 NA NA NA NA 0.4536265332
## 1210 NA NA NA NA 0.1420352112
## 1211 NA NA NA NA -0.4264283126
## 1212 NA NA NA NA 0.2458833990
## 1213 NA NA NA NA -0.6230007737
## 1246 NA NA -0.086917202 NA NA
## 1247 NA NA NA -0.45427152 NA
## 1249 NA NA NA 0.51060925 NA
## 1250 NA NA NA NA -0.6557589056
## 1283 NA NA 0.139587270 NA NA
## 1284 NA NA NA -0.32501005 NA
## 1286 NA NA NA 0.08902536 NA
## 1287 NA NA NA NA -0.5573193683
## 1288 -0.31067870 NA NA NA NA
## 1316 NA 0.825672614 NA NA NA
## 1317 NA NA NA NA 0.2928156303
## 1318 NA NA NA NA -0.0175576039
## 1319 NA NA NA NA -0.2552653988
## 1320 NA NA NA NA 0.2581078249
## 1321 NA NA NA NA -0.6964481989
## 1354 NA NA -0.168802290 NA NA
## 1355 NA NA NA 0.28092589 NA
## 1357 NA NA NA -0.18335884 NA
## 1358 NA NA NA NA -0.6724761071
## 1391 NA NA 0.465685127 NA NA
## 1392 NA NA NA 0.61498408 NA
## 1394 NA NA NA -0.74806514 NA
## 1395 NA NA NA NA 0.2285132209
## 1428 NA NA -0.356320323 NA NA
## 1429 NA NA NA -0.34275751 NA
## 1431 NA NA NA 0.54500359 NA
## 1432 NA NA NA NA -0.2080969711
## 1465 NA NA -0.103082708 NA NA
## 1466 NA NA NA NA 0.6912974417
## 1467 NA NA NA NA -0.4267851746
## 1500 NA NA 0.093790339 NA NA
## 1501 NA NA NA -0.61373135 NA
## 1503 NA NA NA 0.59220289 NA
## 1504 NA NA NA NA -0.7127319826
## 1537 NA NA NA 0.06783376 NA
## 1539 NA NA NA -0.08393984 NA
## 1540 NA NA NA NA -0.7771252079
## 1573 NA NA -0.144932754 NA NA
## 1574 NA NA NA -0.48887035 NA
## 1576 NA NA NA 0.37557830 NA
## 1577 NA NA NA NA -0.4808961376
## 1610 NA NA 0.129239735 NA NA
## 1611 NA NA NA 0.41863477 NA
## 1613 NA NA NA -0.65097940 NA
## 1614 NA NA NA NA 0.3627991087
## 1615 -0.23988365 NA NA NA NA
## 1643 NA 0.866357548 NA NA NA
## 1644 NA NA NA NA 0.0941787750
## 1645 NA NA NA NA -0.4446944615
## 1646 NA NA NA NA -0.2677715327
## 1647 NA NA NA NA 0.6400113726
## 1648 NA NA NA NA -0.5877026929
## 1681 NA NA 0.573412469 NA NA
## 1682 NA NA NA 0.27203744 NA
## 1684 NA NA NA -0.50464466 NA
## 1685 NA NA NA NA -0.6449836397
## 1718 NA NA 0.423050472 NA NA
## 1719 NA NA NA 0.37375707 NA
## 1721 NA NA NA -0.44891157 NA
## 1722 NA NA NA NA 0.5304846795
## 1755 NA NA -0.372098705 NA NA
## 1756 NA NA NA 0.17973597 NA
## 1758 NA NA NA -0.40721869 NA
## 1759 NA NA NA NA -0.5957824652
## 1792 NA NA -0.023124294 NA NA
## 1793 NA NA NA -0.59170189 NA
## 1795 NA NA NA 0.46770740 NA
## 1796 NA NA NA NA -0.4199116557
## 1829 NA NA -0.441628492 NA NA
## 1830 NA NA NA -0.45305292 NA
## 1832 NA NA NA 0.65383039 NA
## 1833 NA NA NA NA -0.5203101601
## 1866 NA NA -0.523386690 NA NA
## 1867 NA NA NA -0.38152809 NA
## 1869 NA NA NA 0.45874296 NA
## 1870 NA NA NA NA -0.0837743671
## 1903 NA NA 0.452302847 NA NA
## 1904 NA NA NA 0.46080003 NA
## 1906 NA NA NA -0.63914255 NA
## 1907 NA NA NA NA -0.2919073982
## 1940 NA NA -0.090984445 NA NA
## 1941 NA NA NA 0.44380521 NA
## 1943 NA NA NA -0.53963666 NA
## 1944 NA NA NA NA 0.7148039872
## 1977 NA NA -0.121674136 NA NA
## 1978 NA NA NA -0.26958181 NA
## 1980 NA NA NA 0.05534144 NA
## 1981 NA NA NA NA -0.3658384618
## 1986 0.16799410 NA NA NA NA
## 2008 NA NA 0.547953613 NA NA
## 2014 NA NA 0.348808687 NA NA
## 2015 NA NA NA -0.38874947 NA
## 2016 NA NA NA -0.54228697 NA
## 2017 NA NA NA 0.24022084 NA
## 2050 NA NA -0.058296376 NA NA
## 2051 NA NA NA -0.63842441 NA
## 2053 NA NA NA 0.55642590 NA
## 2054 NA NA NA NA -0.5025806609
## 2087 NA NA NA 0.34256519 NA
## 2089 NA NA NA -0.50982024 NA
## 2090 NA NA NA NA -0.3363095288
## 2123 NA NA -0.399480650 NA NA
## 2124 NA NA NA -0.36161595 NA
## 2126 NA NA NA 0.27465280 NA
## 2127 NA NA NA NA -0.1486984691
## 2160 NA NA 0.327674738 NA NA
## 2161 NA NA NA -0.04300383 NA
## 2163 NA NA NA -0.26914676 NA
## 2164 NA NA NA NA -0.3620850073
## 2197 NA NA 0.176765835 NA NA
## 2198 NA NA NA 0.28736110 NA
## 2200 NA NA NA -0.36498949 NA
## 2201 NA NA NA NA 0.6828058365
## 2234 NA NA NA -0.56444219 NA
## 2236 NA NA NA 0.44215234 NA
## 2237 NA NA NA NA -0.6334756239
## 2270 NA NA NA -0.19309976 NA
## 2272 NA NA NA 0.07052862 NA
## 2273 NA NA NA NA 0.3637470201
## 2306 NA NA -0.178593556 NA NA
## 2307 NA NA NA -0.60618222 NA
## 2309 NA NA NA 0.55714246 NA
## 2310 NA NA NA NA -0.3470240623
## 2343 NA NA 0.348136955 NA NA
## 2344 NA NA NA NA 0.0102525533
## 2345 NA NA NA NA -0.1609853377
## 2348 -0.70145798 NA NA NA NA
## 2372 NA 0.718285753 NA NA NA
## 2375 NA NA NA -0.25230102 NA
## 2376 NA NA NA 0.30334653 NA
## 2377 NA NA NA -0.27779188 NA
## 2378 NA NA NA -0.57212299 NA
## 2379 NA NA NA 0.08045361 NA
## 2380 NA NA NA 0.67532627 NA
## 2413 NA NA -0.135078690 NA NA
## 2414 NA NA NA -0.45313277 NA
## 2416 NA NA NA 0.46489004 NA
## 2417 NA NA NA NA -0.6096348385
## 2450 NA NA NA 0.22117914 NA
## 2452 NA NA NA -0.17811542 NA
## 2453 NA NA NA NA -0.6557215316
## 2486 NA NA 0.040897023 NA NA
## 2487 NA NA NA -0.56684232 NA
## 2489 NA NA NA 0.44948925 NA
## 2490 NA NA NA NA -0.4843466262
## 2523 NA NA 0.029747664 NA NA
## 2524 NA NA NA -0.56444220 NA
## 2526 NA NA NA 0.44215235 NA
## 2527 NA NA NA NA -0.6334756237
## 2560 NA NA 0.068118560 NA NA
## 2561 NA NA NA -0.56342179 NA
## 2563 NA NA NA 0.44850210 NA
## 2564 NA NA NA NA -0.5882833143
## 2565 -0.53002079 NA NA NA NA
## 2593 NA -0.246477546 NA NA NA
## 2594 NA NA NA NA -0.0295362946
## 2595 NA NA NA NA 0.1039250240
## 2596 NA NA NA NA -0.0047117917
## 2597 NA NA NA NA -0.1120109734
## 2598 NA NA NA NA 0.3816802290
## 2603 0.22447949 NA NA NA NA
## 2625 NA NA 0.308569744 NA NA
## 2631 NA NA -0.140984887 NA NA
## 2632 NA NA NA -0.01864086 NA
## 2633 NA NA NA -0.54652038 NA
## 2634 NA NA NA -0.18973623 NA
## 2719 NA NA -0.168599940 NA NA
## 2720 NA NA NA 0.23837976 NA
## 2722 NA NA NA -0.11742528 NA
## 2723 NA NA NA NA -0.3152430875
## 2724 NA 0.113536487 NA NA NA
## 2725 NA -0.262611759 NA NA NA
## 2726 NA 0.040669136 NA NA NA
## 2727 NA 0.680325281 NA NA NA
## 2728 NA 0.080986111 NA NA NA
## 2729 NA 0.816803941 NA NA NA
## 2730 NA 0.129042527 NA NA NA
## 2731 NA 0.583681094 NA NA NA
## 2732 NA -0.065928480 NA NA NA
## 2733 NA -0.097027406 NA NA NA
## 2734 NA 0.121080739 NA NA NA
## 2735 NA 0.656956719 NA NA NA
## 2736 NA -0.266051520 NA NA NA
## 2737 NA 0.074210508 NA NA NA
## 2738 NA 0.638292396 NA NA NA
## 2739 NA -0.207351610 NA NA NA
## 2740 NA -0.069073146 NA NA NA
## 2741 NA -0.465029146 NA NA NA
## 2742 NA -0.152920953 NA NA NA
## 2743 NA -0.275947719 NA NA NA
## 2744 NA -0.496030693 NA NA NA
## 2745 NA -0.387508605 NA NA NA
## 2746 NA 0.047030953 NA NA NA
## 2747 NA -0.160144268 NA NA NA
## 2748 NA -0.364988461 NA NA NA
## 2749 NA -0.452085923 NA NA NA
## 2750 NA -0.263166691 NA NA NA
## 2751 NA 0.081315163 NA NA NA
## 2752 NA -0.062586102 NA NA NA
## 2753 NA 0.823408431 NA NA NA
## 2754 NA -0.286648834 NA NA NA
## 2755 NA -0.160144238 NA NA NA
## 2756 NA 0.046364679 NA NA NA
## 2757 NA -0.307703360 NA NA NA
## 2758 NA -0.157699194 NA NA NA
## 2759 NA 0.281113695 NA NA NA
## 2760 NA -0.491496408 NA NA NA
## 2761 NA 0.087657888 NA NA NA
## 2762 NA 0.239572549 NA NA NA
## 2763 NA -0.307143684 NA NA NA
## 2764 NA -0.015666002 NA NA NA
## 2765 NA -0.177439060 NA NA NA
## 2766 NA -0.340179084 NA NA NA
## 2767 NA 0.655322173 NA NA NA
## 2768 NA 0.507918237 NA NA NA
## 2769 NA -0.120178698 NA NA NA
## 2770 NA 0.398706834 NA NA NA
## 2771 NA 0.300333548 NA NA NA
## 2772 NA -0.127065795 NA NA NA
## 2773 NA 0.139549049 NA NA NA
## 2774 NA 0.317540641 NA NA NA
## 2775 NA -0.367955243 NA NA NA
## 2776 NA -0.125302072 NA NA NA
## 2777 NA -0.255318781 NA NA NA
## 2778 NA 0.104382460 NA NA NA
## 2779 NA -0.353020521 NA NA NA
## 2780 NA 0.708590057 NA NA NA
## 2781 NA -0.226919921 NA NA NA
## 2782 NA -0.473961332 NA NA NA
## 2783 NA -0.299271612 NA NA NA
## 2784 NA 0.547822310 NA NA NA
## 2785 NA 0.151650463 NA NA NA
## 2786 NA 0.188827356 NA NA NA
## 2787 NA 0.763611188 NA NA NA
## 2788 NA 0.147870088 NA NA NA
## 2789 NA -0.255511272 NA NA NA
## 2790 NA 0.418941765 NA NA NA
## 2791 NA 0.158949402 NA NA NA
## 2794 NA -0.318930719 NA NA NA
## 2803 NA -0.420307696 NA NA NA
## 2829 NA 0.170480967 NA NA NA
## 2833 NA NA 0.606753987 NA NA
## 2835 NA 0.125442774 NA NA NA
## 2847 NA NA NA -0.42125972 NA
## 2864 NA -0.765171380 NA NA NA
## 2869 NA NA -0.172594047 NA NA
## 2876 NA NA 0.508387165 NA NA
## 2877 NA NA NA -0.65822454 NA
## 2878 NA NA NA -0.10811807 NA
## 2879 NA NA NA 0.70925476 NA
## 2882 NA -0.514219085 NA NA NA
## 2885 NA NA 0.389906809 NA NA
## 2888 NA -0.516539018 NA NA NA
## 2891 NA -0.599113724 NA NA NA
## 2892 NA NA -0.102268624 NA NA
## 2894 NA NA 0.238914870 NA NA
## 2901 NA NA 0.431780179 NA NA
## 2903 NA 0.083120452 NA NA NA
## 2907 NA -0.342649094 NA NA NA
## 2908 NA 0.413561569 NA NA NA
## 2911 NA -0.511716181 NA NA NA
## 2913 NA -0.336278826 NA NA NA
## 2917 NA 0.197701023 NA NA NA
## 2918 NA NA 0.259436960 NA NA
## 2919 NA NA -0.325625361 NA NA
## 2920 NA -0.324833380 NA NA NA
## 2921 NA NA -0.058963127 NA NA
## 2923 NA -0.089407396 NA NA NA
## 2928 NA NA -0.195317065 NA NA
## 2931 NA -0.004702244 NA NA NA
## 2932 NA -0.354611644 NA NA NA
## 2937 NA -0.669557333 NA NA NA
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13 Session
## R version 4.3.1 (2023-06-16 ucrt)
## Platform: x86_64-w64-mingw32/x64 (64-bit)
## Running under: Windows 10 x64 (build 19045)
##
## Matrix products: default
##
##
## locale:
## [1] LC_COLLATE=English_United Kingdom.utf8
## [2] LC_CTYPE=English_United Kingdom.utf8
## [3] LC_MONETARY=English_United Kingdom.utf8
## [4] LC_NUMERIC=C
## [5] LC_TIME=English_United Kingdom.utf8
##
## time zone: Europe/Ljubljana
## tzcode source: internal
##
## attached base packages:
## [1] stats graphics grDevices utils datasets methods base
##
## other attached packages:
## [1] BiocParallel_1.34.2 mixOmics_6.24.0 ggplot2_3.4.2
## [4] lattice_0.21-8 MASS_7.3-60 igraph_1.5.0
##
## loaded via a namespace (and not attached):
## [1] tidyr_1.3.0 sass_0.4.6 utf8_1.2.3 generics_0.1.3
## [5] stringi_1.7.12 digest_0.6.33 magrittr_2.0.3 evaluate_0.21
## [9] grid_4.3.1 RColorBrewer_1.1-3 fastmap_1.1.1 plyr_1.8.8
## [13] jsonlite_1.8.7 Matrix_1.6-0 ggrepel_0.9.3 RSpectra_0.16-1
## [17] gridExtra_2.3 purrr_1.0.1 fansi_1.0.4 scales_1.2.1
## [21] codetools_0.2-19 jquerylib_0.1.4 cli_3.6.1 rlang_1.1.1
## [25] munsell_0.5.0 withr_2.5.0 cachem_1.0.8 yaml_2.3.7
## [29] ellipse_0.5.0 tools_4.3.1 parallel_4.3.1 reshape2_1.4.4
## [33] dplyr_1.1.2 colorspace_2.1-0 corpcor_1.6.10 vctrs_0.6.3
## [37] R6_2.5.1 matrixStats_1.0.0 lifecycle_1.0.3 stringr_1.5.0
## [41] pkgconfig_2.0.3 pillar_1.9.0 bslib_0.5.0 gtable_0.3.3
## [45] glue_1.6.2 rARPACK_0.11-0 Rcpp_1.0.10 highr_0.10
## [49] xfun_0.39 tibble_3.2.1 tidyselect_1.2.0 rstudioapi_0.14
## [53] knitr_1.43 farver_2.1.1 htmltools_0.5.5 labeling_0.4.2
## [57] rmarkdown_2.23 compiler_4.3.1